CA2798942C - Facilitating interaction among users of a social network - Google Patents

Facilitating interaction among users of a social network Download PDF

Info

Publication number
CA2798942C
CA2798942C CA2798942A CA2798942A CA2798942C CA 2798942 C CA2798942 C CA 2798942C CA 2798942 A CA2798942 A CA 2798942A CA 2798942 A CA2798942 A CA 2798942A CA 2798942 C CA2798942 C CA 2798942C
Authority
CA
Canada
Prior art keywords
user
topic
users
social
post
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Expired - Fee Related
Application number
CA2798942A
Other languages
French (fr)
Other versions
CA2798942A1 (en
Inventor
Spencer Greg Ahrens
Cameron Alexander Marlow
Lars Seren Backstrom
Chaitanya Mishra
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Meta Platforms Inc
Original Assignee
Facebook Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Facebook Inc filed Critical Facebook Inc
Publication of CA2798942A1 publication Critical patent/CA2798942A1/en
Application granted granted Critical
Publication of CA2798942C publication Critical patent/CA2798942C/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L51/00User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail
    • H04L51/52User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail for supporting social networking services
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
    • G06Q50/01Social networking
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/28Databases characterised by their database models, e.g. relational or object models
    • G06F16/284Relational databases
    • G06F16/285Clustering or classification
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90Details of database functions independent of the retrieved data types
    • G06F16/95Retrieval from the web
    • G06F16/953Querying, e.g. by the use of web search engines
    • G06F16/9535Search customisation based on user profiles and personalisation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/01Input arrangements or combined input and output arrangements for interaction between user and computer
    • G06F3/048Interaction techniques based on graphical user interfaces [GUI]
    • G06F3/0484Interaction techniques based on graphical user interfaces [GUI] for the control of specific functions or operations, e.g. selecting or manipulating an object, an image or a displayed text element, setting a parameter value or selecting a range
    • G06F3/04842Selection of displayed objects or displayed text elements
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/10Office automation; Time management
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L51/00User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail
    • H04L51/21Monitoring or handling of messages
    • H04L51/212Monitoring or handling of messages using filtering or selective blocking
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L65/00Network arrangements, protocols or services for supporting real-time applications in data packet communication
    • H04L65/40Support for services or applications
    • H04L65/403Arrangements for multi-party communication, e.g. for conferences
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/01Protocols
    • H04L67/02Protocols based on web technology, e.g. hypertext transfer protocol [HTTP]
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/2866Architectures; Arrangements
    • H04L67/30Profiles
    • H04L67/306User profiles
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W4/00Services specially adapted for wireless communication networks; Facilities therefor
    • H04W4/20Services signaling; Auxiliary data signalling, i.e. transmitting data via a non-traffic channel
    • H04W4/21Services signaling; Auxiliary data signalling, i.e. transmitting data via a non-traffic channel for social networking applications

Abstract

In one embodiment, a method includes receiving a first user action relating to a first topic from a first user, identifying the first topic based on the first user action, identifying one or more second posts that relate to the first topic, and transmitting to the first user one or more of the second posts or information associated with the second posts in a structured document for display to the first user, the structured document further comprising one or more interactive elements that enable the first user to interact with the one or more second posts or to respective second users that declared the second posts.

Description

FACILITATING INTERACTION AMONG USERS OF A SOCIAL NETWORK
TECHNICAL FIELD
[0001] The present disclosure relates generally to social networking, and more particularly, to facilitating interaction among users of a social network environment by, in various example embodiments, presenting to a user who has submitted a post or taken some action with respect to the social network environment, a number of related posts and furthermore, providing a number of interactive elements with which the user can interact with the related posts and/or the authoring users of the related posts.
BACKGROUND
[0002] Computer users are able to access and share vast amounts of information through various local and wide area computer networks including proprietary networks as well as public networks such as the Internet. Typically, a web browser installed on a user's computing device facilitates access to and interaction with information located at various network servers identified by, for example, associated uniform resource locators (URLs). Conventional approaches to enable sharing of user-generated content include various information sharing technologies or platforms such as social networking websites.
Such websites may include, be linked with, or provide a platform for applications enabling users to view "profile" pages created or customized by other users where visibility and interaction with such profiles by other users is governed by some characteristic set of rules.
By way of example, a user profile may include such user-declared information as contact information, background information, job/career information, as well as interests.
[0003] A traditional social network is a social structure made of individuals, groups, entities, or organizations generally referred to as "nodes," which are tied (connected) by one or more specific types of interdependency. Social network (graph) analysis views social relationships in terms of network theory consisting of nodes and edges.
Nodes are the individual actors within the networks, and edges are the relationships between the actors. The resulting graph-based structures are often very complex. There can be many kinds of edges between nodes. In its simplest form, a social network, or social graph, is a map of all of the relevant edges between all the nodes being studied.

la SUMMARY
[0003a] Certain exemplary embodiments can provide a method comprising:
by one or more computing systems, receiving an indication of a first user action by a first user; by one or more computing systems, when the indication is received:
analyzing content of the first user action; determining a topic of the first user action based at least in part on the analysis; determining whether the topic is trending;
determining whether the first user has indicated a preference to exclude posts associated with the topic or a category associated with the topic; and in response to a determining that the topic is trending and there i s no indication of the preference, then: notifying the first user that the topic is trending; identifying a second user action by a second user that relates to the topic; determining whether the first user has indicated a preference to exclude posts associated with the second user; and in response to a determining that there is no indication of the preference, sending to the first user information associated with the second user action with a graphical user interface (GUI) element configured to enable the first user to interact with the second user action.
[0003b] Certain exemplary embodiments can provide a system comprising:
one or more hardware processors; and a memory coupled to the processors comprising instructions executable by the processors, the processors being operable when executing the instructions to: receive an indication of a first user action by a first user;
and when the indication is received: analyze content of the first user action;
determine a topic of the first user action based at least in part on the analysis;
determine whether the tropic is trending; determine whether the first user has indicated a preference to exclude posts associated with the topic or a category associated with the topic; and in response to a determining that the topic is trending and there is no indication, then:
notify the first user that the tropic is trending; identify a second user action by a second user that relates to the topic; determine whether the first user has indicated a preference to exclude posts associated with the second user; and in response to a determining that there is no indication of the preference, send to the first user information associated with the second user action with a graphical user interface (GUI) element configured to enable the first user to interact with the second user action.

BRIEF DESCRIPTION OF THE DRAWINGS
[0004] Figure 1 illustrates an example computer network environment of an example social network environment.
[0005] Figure 2 illustrates example components of an example social network environment.
[0006] Figure 3 illustrates an example architecture of the example social network environment of Figure 2 and an example architecture of an example client device of Figure 1.
[0007] Figures 4A-4B each illustrates an example user profile page.
[0008] Figure 5 illustrates an example user home page.
[0009] Figure 6 shows a flowchart illustrating an example method for searching for, identifying, and presenting related posts to a user in response to a post submitted by the user.
[0010] Figure 7 illustrates an example topic profile page.
[0011] Figure 8 illustrates an example computer system architecture.
DESCRIPTION OF EXAMPLE EMBODIMENTS
[0012] Particular embodiments relate to a social network environment that includes an infrastructure or platform (hereinafter infrastructure and platform may be used interchangeably) enabling an integrated social network environment. In the present disclosure, the social network environment may be described in terms of a social graph including social graph information. In particular embodiments, one or more computing systems of a social network system implementing the social network environment include, store, or have access to one or more data structures that include a social graph for use in implementing the social network environment described herein. In particular embodiments, the social graph includes user nodes that each correspond to a respective user of the social network environment. The social graph may also include other nodes such as concept nodes each devoted or directed to a particular concept as well as topic nodes, which may or may not be ephemeral, each devoted or directed to a particular topic of current interest among users of the social network environment. In particular embodiments, each node has, represents, or is represented by, a corresponding web page ("profile page") hosted or accessible in the social network environment. By way of example, a user node may have a corresponding user profile page in which the corresponding user can add content, make declarations, and otherwise express himself or herself. By way of example, as will be described below, various web pages hosted or accessible in the social network environment such as, for example, user profile pages, concept profile pages, or topic profile pages, enable users to post content, post status updates, post messages, post comments including comments on other posts submitted by the user or other users, declare interests, declare a "like" (described below) towards any of the aforementioned posts as well as pages and specific content, or to otherwise express themselves or perform various actions (hereinafter these and other user actions may be collectively referred to as "posts" or "user actions"). In some embodiments, posting may include linking to, or otherwise referencing additional content, such as media content (e.g., photos, videos, music, text, etc.), uniform resource locators (URLs), and other nodes, via their respective profile pages, other user profile pages, concept profile pages, topic pages, or other web pages or web applications. Such posts, declarations, or actions may then be viewable by the authoring user as well as other users. In particular embodiments, the social graph further includes a plurality of edges that each define or represent a connection between a corresponding pair of nodes in the social graph.
[0013] In particular embodiments, when a user submits a post such as, by way of example, those just described, or performs some other action such as, by way of example, typing a word or query into a search box, clicking on a hyperlink, or even just visiting a particular page, the post or action is received or detected by the social network system described herein. The social network system analyzes the content of the post (e.g., the words, media, or other content in the post, or in the case of a "like", the words, media, or other content in the "liked" post) or various information associated with the performed action (e.g., the word(s) entered in the search box, the information accessed when clicking the hyperlink, or the information provided in the requested web page) to determine or extract one or more topics of the post (e.g., the theme, main idea, or subject of the post) or topics associated with the performed action (e.g., the topic, theme, main idea, title, or subject of the search or accessed page). Subsequently, the social network system searches a database or index of topics and a correlated database of previously received posts from other users to identify any related posts from the other users that share one or more of the same or similar topics. In particular embodiments, the social network system then transmits for presentation to the user one or more related posts or information about the related posts including, by way of example, text or other content as well as, in particular embodiments, information regarding the authoring users of the related posts. In one implementation, the related posts may be transmitted in substantially real-time relative to the post submitted or action performed by the user such that the user is presented with one or more related posts in close temporal proximity. The identification and presentation of related posts form a basis for enabling spontaneous conversations around the topic or topics of the user's posts or actions and related posts. More particularly, the social network system may search a database or index of topics to identify one or more related posts stored in a database of posts having the greatest or at least a threshold relevance to the user's submitted post or detected action and present one or more of the related posts, or information associated with the related posts, to the user in one or more of a number of forms, and in particular embodiments, with one or more interactive elements. In particular embodiments, the interactive elements enable the user to view the related posts or information associated with the related posts and to comment on or otherwise interact with the related posts or the authoring users of the related posts by way of the interactive elements presented with the respective related posts or other information associated with the related posts. In this way, the social network environment facilitates interaction amongst the user and the authoring users of the related posts, and in particular embodiments, without additional input by the user submitting the post or performing the action. That is, in particular embodiments, the social network system searches and identifies related posts without requiring further instruction by the user after the user submits his or her own post or performs certain actions.
[0014] In one example embodiment, the conversations facilitated by the social network environment may be realized as one or more feeds of posts and corresponding comments on such posts presented to the authoring users of the submitted and related posts including, in one embodiment, a live-updating commenting mechanism. By way of example, if a first user submits a first post and a second user subsequently submits a second post related to the same topic as the first post, the social network system may present the second user with the first user's post or information about the first user's post or the first user and, furthermore, provide the second user with one or more interactive elements or mechanism by which to comment on, converse about, or otherwise interact with the first post or a topic shared between the first and second posts. In particular embodiments, the social network system also notifies the first user when the second user or other users submitting related posts comment on or interact with the first user's post. In another example embodiment, the conversations may be realized with an interactive topic chat room type setting. In yet another example embodiment, the social network system may direct the user who submitted the post to a web page or other outlet directed to the topic of the post enabling users to converse about the topic.
[0015] The associations between posts may be made based on one or more of several factors. In particular embodiments, the primary factor for identifying posts related to a user's just submitted post or performed action, or the determination of which related posts are most relevant and are to be presented to the user, is the topic or topics of the submitted post or topic or topics associated with the user action. Other factors may include, by way of example, the geographic proximity or social graph proximity of the user to the authoring users of related posts, the times the respective related posts were submitted, the popularity or "trendiness" of the topic or topics of the submitted post, or the relation of the topic of the related posts to interests of the user as identified by analyzing information declared by the user and stored with the user's profile. In particular embodiments, the social network system may identify and track global trending topics that are popular across the entire social network environment (e.g., all users of the social network environment) or trending topics that are popular across a portion of the social network environment (e.g., users within a particular geographic location or region or within a social proximity of users as defined in the social graph). In one embodiment, the social network system only presents related posts to a user who has just submitted a post if the topic of the submitted post is determined to be a global trending topic or a trending topic of users in geographic or social proximity to the user who has just submitted the post. In other embodiments, the user may configure one or more settings to dictate when the social networking system should present related posts to the user.
By way of example, a user may specify in advance one or more settings such that the user is only presented with related posts in response to submitting a post when the topic of the user's post is determined to be a trending topic, or such that the user is only presented with related posts authored by users that are friends of the user or friends of friends of the user, related posts authored by users in the same geographic region, related posts submitted within a specified period of time prior to and relative to the user's post, or a combination of these or other settings. The user may also be enabled to specify posts or content that the user does not want to be presented with, such as posts of certain topics or topic categories, or posts from certain users or groups of users.
[0016] In particular embodiments, a goal is to facilitate the most engaging conversations amongst posting users by the intelligent selection of related posts, as well as the intelligent selection of the pool of other authoring users from which to search and identify related posts to be presented to a user after the user submits a post or performs a certain action. Users of the social network environment often submit posts about the same or similar topics as other users within a short time window and may or may not be aware that others users are also submitting such posts. The social network environment facilitates the engagement of users across the social network environment by exposing the users to posts made by other users about the same or similar topics such that these users can continue to share ideas or otherwise express themselves with regard to a shared topic of interest thereby stimulating and facilitating conversations amongst these users who may generally not know each other. Hence, particular embodiments stimulate, facilitate, or accelerate interactions amongst users including interactions between users who are not friends of one another, users who are not located within the same geographic region, or users who are not connected directly or indirectly in the social graph. This increased engagement amongst users may generally fuel the overall growth and health of the social network.
[0017] Various portions of such a social networking platform may be implemented via a hardware architecture or software framework that enables various software components or processes to implement particular embodiments, as is described in more detail, by way of example and not by way of limitation, below. The platform may include one or more hardware or software components, one or more of which may be located or embodied in one or more consolidated or distributed computing systems.
Additionally, as used herein, "or" may imply "and" as well as "or;" that is, "or" does not necessarily preclude "and," unless explicitly stated or implicitly implied.
[0018] As just described, in various example embodiments, one or more described web pages or web applications are associated with a social network environment or social networking service. As used herein, a "user" may be an individual (human user), an entity (e.g., an enterprise, business, or third party application), or a group (e.g., of individuals or entities) that interacts or communicates with or over such a social network environment.
As used herein, a "registered user" refers to a user that has officially registered within the social network environment (Generally, the users and user nodes described herein refer to registered users only, although this is not necessarily a requirement in other embodiments;
that is, in other embodiments, the users and user nodes described herein may refer to users that have not registered with the social network environment described herein). In particular embodiments, each user has a corresponding "profile" page stored, hosted, or accessible by the social network environment and viewable by all or a selected subset of other users.
Generally, a user has administrative rights to all or a portion of his or her own respective profile page as well as, potentially, to other pages created by or for the particular user including, for example, home pages, pages hosting web applications, among other possibilities. As used herein, an "authenticated user" refers to a user who has been authenticated by the social network environment as being the user claimed in a corresponding profile page to which the user has administrative rights or, alternately, a suitable trusted representative of the claimed user.
[00191 As used herein, a "connection" may represent a defined relationship between users or concepts of the social network environment, which can be defined logically in a suitable data structure of the social network environment and can be used to define a relationship (hereinafter referred to as an edge) between the nodes corresponding to the users or concepts of the social network environment for which the connection has been made. As used herein, a "friendship" represents a connection, such as a defined social relationship, between a pair of users of the social network environment. A "friend," as used herein, may refer to any user of the social network environment with which another user has formed a connection, friendship, association, or relationship with, causing an edge to be generated between the two users. By way of example, two registered users may become friends with one another explicitly such as, for example, by one of the two users selecting the other for friendship as a result of transmitting, or causing to be transmitted, a friendship request to the other user, who may then accept or deny the request. Alternately, friendships or other connections may be automatically established. Such a social friendship may be visible to other users, especially those who themselves are friends with one or both of the registered users. A friend of a registered user may also have increased access privileges to content, especially user-generated or declared content, on the registered user's profile or other page.
It should be noted, however, that two users who have a friend connection established between them in the social graph may not necessarily be friends (in the conventional sense) in real life (outside the social networking environment). For example, in some implementations, a user may be a business or other non-human entity, and thus, incapable of being a friend with a human being user in the traditional sense of the word.
[0020] As used herein, a "fan" may refer to a user that is a supporter of a particular web page, web application, or other web content accessible in the social network environment. In particular embodiments, when a user is a fan of a particular web page ("fans" the particular web page), the user may be listed on that page as a fan for other registered users or the public in general to see. Additionally, an avatar or profile picture of the user may be shown on the page (or in/on any of the pages described below).
As used herein, a "like" may refer to something, such as, by way of example and not by way of limitation, a post, a comment, an interest, a link, a piece of media (e.g., photo, photo album, video, song, etc.) a concept, an entity, or a page, among other possibilities (in some implementations a user may indicate or declare a like to or for virtually anything on any page hosted by or accessible by the social network system or environment), that a user, and particularly a registered or authenticated user, has declared or otherwise demonstrated that he or she likes, is a fan of, supports, enjoys, or otherwise has a positive view of. In one embodiment, to indicate or declare a "like" or to indicate or declare that the user is a "fan" of something may be processed and defined equivalently in the social networking environment and may be used interchangeably; similarly, to declare oneself a "fan" of something, such as a concept or concept profile page, or to declare that oneself "likes" the thing, may be defined equivalently in the social networking environment and used interchangeably herein.
Additionally, as used herein, an "interest" may refer to a user-declared interest, such as a user-declared interest presented in the user's profile page. As used herein, a "want" may refer to virtually anything that a user wants. As described above, a "concept"
may refer to virtually anything that a user may declare or otherwise demonstrate an interest in, a like towards, or a relationship with, such as, by way of example, a sport, a sports team, a genre of music, a musical composer, a hobby, a business (enterprise), an entity, a group, a celebrity, a person who is not a registered user, or even, in some embodiments, another user (e.g., a non-authenticated user), etc. By way of example, there may be a concept node and concept profile page for "Jerry Rice," the famed professional football player, created and administered by one or more of a plurality of users (e.g., other than Jerry Rice), while the social graph additionally includes a user node and user profile page for Jerry Rice created by and administered by Jerry Rice, himself (or trusted or authorized representatives of Jerry Rice).
[0021] In particular embodiments, as will be described in more detail below, a friend connection or friendship may define or indicate a logical connection defined or represented by an edge between user nodes in the social graph, while a like, want, fan, or other connection demonstrating, generally, an interest or association, may define a logical connection or edge between a user node and a concept node in the social graph (and in some embodiments, between two user nodes, or between two concept nodes).
[0022] Particular embodiments may operate in, or in conjunction with, a wide area network environment, such as the Internet, including multiple network addressable systems. Figure 1 illustrates an example network environment, in which various example embodiments may operate. Network cloud 60 generally represents one or more interconnected networks, over which various systems and hosts described herein may communicate. Network cloud 60 may include packet-based wide area networks (such as the Internet), private networks, wireless networks, satellite networks, cellular networks, paging networks, and the like. As Figure 1 illustrates, particular= embodiments may operate in conjunction with a network environment comprising social network environment 20 and client devices 30, as well as, in some embodiments, one or more third party web application servers 40 or one or more enterprise servers 50. Client devices 30, web application servers 40, and enterprise servers 50 may be operably connected to the network environment and network cloud 60 via a network service provider, a wireless carrier, a set of routers or networking switches, or any other suitable means.
[0023] In one example embodiment, social network environment 20 comprises computing systems that allow users at client devices 30 to communicate or otherwise interact with each other and access content, such as user profiles, as described herein. Social network environment 20 is a network addressable system that, in various example embodiments, comprises one or more physical servers 22a or 22b (hereinafter also referred to collectively as servers 22) as well as one or more data stores collectively referred to herein as data store 24 (which may be implemented in or by one or more of a variety of consolidated or distributed computing systems, databases, or data servers), as illustrated in Figure 2. The one or more physical servers 22 are operably connected to computer network 60 via, by way of example, a set of routers or networking switches 26. In an example embodiment, the functionality hosted by the one or more physical servers 22 may include web or HTTP servers, FTP servers, as well as, without limitation, web pages and applications implemented using Common Gateway Interface (CGI) script, PHP Hyper-text Preprocessor (PHP), Active Server Pages (ASP), Hyper Text Markup Language (HTML), Extensible Markup Language (XML), Java, JavaScript, Asynchronous JavaScript and XML
(AJAX), and the like.
[0024] Physical servers 22 may host functionality directed to the operations of social network environment 20. By way of example, social network environment 20 may host a website that allows one or more users, at one or more client devices 30, to view and post information, as well as communicate with one another via the website, web pages, or web applications. Hereinafter, servers 22 may be referred to as server 22, although, as just described, server 22 may include numerous servers hosting, for example, social network environment 20, as well as other content distribution servers, data stores, or databases. Data store 24 may store content and data relating to, and enabling, operation of the social network environment as digital data objects including content objects. A data object, in a particular implementation, is an item of digital information typically stored or embodied in a data file, database, or record. Content objects may take many forms, including: text (e.g., ASCII, SGML, HTML), images (e.g., jpeg, tif and gif), graphics (vector-based or bitmap), audio, video (e.g., mpeg), or other multimedia, and combinations thereof. Content object data may also include executable code objects (e.g., games executable within a browser window or frame), podcasts, etc. Logically, data store 24 corresponds to one or more of a variety of separate or integrated databases, such as relational databases and object-oriented databases, that maintain information as an integrated collection of logically related records or files stored on one or more physical systems. Structurally, data store 24 may generally include one or more of a large class of data storage and management systems. In particular embodiments, data store 24 may be implemented by any suitable physical system(s) including components, such as one or more database servers, mass storage media, media library systems, storage area networks, data storage clouds, and the like. In one example embodiment, data store 24 includes one or more servers, databases (e.g., MySQL), and/or data warehouses.
[0025] Data store 24 may include data associated with different social network environment 20 users, client devices 30, web application servers 40, or enterprise servers 50, as well as, in particular embodiments, data associated with various concepts and topics. As described above, particular embodiments relate to a social network environment 20 that includes a platform enabling an integrated social network environment. In the following example embodiments, the social network environment may be described or implemented in terms of a social graph including social graph information. In particular embodiments, data store 24 includes a social graph database 204 in which the social graph information for use in implementing the social network environment described herein is stored. In particular embodiments, the social graph information stored by social network environment 20 in data store 24, and particularly in social graph database 204, includes a plurality of nodes and a plurality of edges that define connections between corresponding nodes. In particular embodiments, the nodes or edges themselves are data objects that include the identifiers, attributes, and information (including the information for their corresponding profile pages) for their corresponding users, concepts, or topics (as described below), some of which is actually rendered on corresponding profile or other pages. The nodes may also include pointers or references to other objects, data structures, or resources for use in rendering content in conjunction with the rendering of the profile pages corresponding to the respective nodes.
[0026] In particular embodiments, the plurality of nodes and edges in the social graph are stored as data objects in data store 24, and particularly social graph database 204, as described above. Additionally, as will be described later, data store 24 may further include one or more searchable or queryable data bases, data stores, and indexes of nodes or edges generated by indexing social graph database 204 and other content received from or on behalf of users or other sources. In particular embodiments, the plurality of nodes includes a first set of administered nodes. In particular embodiments, the first set of administered nodes are user-administered nodes (hereinafter referred to as "user nodes") that each correspond to a respective user and a respective user profile page of that user. In particular embodiments, user profile pages corresponding to user nodes may be modified, written to, or otherwise administered by, and only by, their respective owner (registered) users (unless an official administrator of social network environment 20 in general desires or requires access to modify or delete a user's profile page, e.g., as a result of scrupulous or otherwise inappropriate action on the part of the registered user).

[00271 Each client device 30, web application server 40, or enterprise server 50 may generally be a computer, computing system, or computing device (such as that described below with reference to Figure 8) including functionality for communicating (e.g., remotely) over a computer network. Client device 30 in particular may be a desktop computer, laptop computer, personal digital assistant (PDA), in- or out-of-car navigation system, smart phone or other cellular or mobile device, or mobile gaming device, among other suitable computing devices. Client device 30 may execute one or more client applications, such as a web browser 206 (e.g., INTERNET EXPLORER*, MOZILLA
FIREFOX*, APPLE SAFARI*, GOOGLE CHROME*, AND OPERA*, etc.), as illustrated in Figure 3, to access and view content over a computer network 60. In particular implementations, the client applications allow a user of client device 30 to enter addresses of specific network resources to be retrieved, such as resources hosted by social network environment 20, web application servers 40, or enterprise servers 50.
These = addresses can be Uniform Resource Locators (URLs). In addition, once a page or other resource has been retrieved, the client applications may provide access to other pages or, records when the user "clicks" on hyperlinks to other resources. By way of example, such hyperlinks may be located within the web pages and provide an automated way for the user to enter the URL of another page and to retrieve that page.
[0028] More particularly, when a user at a client device 30 desires to view a particular web page (hereinafter also referred to as a target structured document) hosted by social network environment 20, or a web application hosted by a web application server 40 and made available in conjunction with social network environment 20, the user's web browser 206, or other client-side structured document rendering engine or suitable client application, formulates and transmits a request to social network environment 20. The request generally includes a URL or other document identifier as well as metadata or other information. By way of example, the request may include information identifying the user, such as a user identifier, as well as information identifying or characterizing the web browser 206 or operating system running on the user's client computing device 30. The request may also include location information identifying a geographic location of the user's client device or a logical network location of the user's client device, as well as timestamp identifying when the request was transmitted.
*Trademark [0029] In an example implementation and as illustrated in Figure 3, when a request for a web page or structured document hosted by social network environment 20 is received by the social network environment 20, one or more page-generating processes 200 executing within the social network environment 20 typically generate a base web page in the form of a Hyper Text Markup Language (HTML), Extensible Markup Language (XML), or other web browser-supported structured document. The generated structured document is then transmitted in a response, which may comprise one or more portions or partial responses, to the requesting client 30 via a Hypertext Transfer Protocol (HTTP) or other suitable connection for rendering by the web browser 206 at the client device 30. The structured document may include one or more resources (e.g. JavaScript scripts, code segments, or resources, Cascading Style Sheet (CSS) code segments or resources, image data or resources, video data or resources, etc.), or references to such resources, embedded within the transmitted document. By way of example, a resource embedded in an HTML
document may generally be included or specified within a script element, image element, or object element, among others, depending on the type of resource. The element referencing or specifying the resource may include a source attribute (e.g., src) identifying a location of the resource, which may be within a server or data store within social network environment 20 or at one or more external locations, to the client device 30 requesting the web page. Typically, upon receipt of the response, the web browser 206 or other client document rendering application running at the client device 30 then constructs a document object model (DOM) representation of the received structured document and requests the resource(s) (which may be at one or more other external locations) embedded in the document.
[0030] In an example implementation, when a user of social network environment 20 first requests a web page from social network environment 20 in a given user session, the response transmitted to the user's client device 30 from social network environment 20 may include a structured document generated by page-generating process 202 for rendering a login page at the client device. The user may then enter his or her user login credentials (e.g., user identifier and password), which are then transmitted from the user's client device 30 to social network environment 20. Upon successful authentication of the user, social network environment 20 may then transmit a response to the user's web browser 206 at the user's client device 30 that includes a structured document generated by page-generating process 202 for rendering a user homepage (see, for example, Figure 5) or user profile page (see, for example, Figures 4A and 4B) at the user's client device.
[0031] Figure 4A illustrates an example user profile page of a user corresponding to a user node. In particular embodiments, a user profile page is visible to the administering user of the page, the user's friends, and even other non-friend users depending on privacy settings, which, in particular embodiments, may be set or modified by the administering user via the user's profile page or a user homepage, for example. The user profile page may comprise a number of different subpages viewable or accessible via selecting one or more tabs 401 including, by way of example, Wall (feed) tab 401a, Info tab 401b, Photos tab 401c and Boxes tab 401d. By way of example, in the embodiment illustrated in Figure 4A, Info tab 401b is selected. The information (Info) section displayed when Info tab 401 b is selected generally displays information about the user of the respective profile page and enables the user to enter and display information about or related to the respective user. Similarly, a user may select Photos tab 401c to view photos uploaded by the administering user of the profile page, or enable the user of the profile page to upload, edit, or add captions to photos for viewing by the user or other users viewing the profile page. The administering user of the profile page may select a particular photo or picture uploaded in photos tab 401c for display as a user profile picture 403. In an example implementation, the user's profile picture 403 as well as other features such as, for example, the options to send a message to another user, edit the profile page, view friends of the user, or view photos of the user, may be displayed in a "chrome" (border) region of the page no matter which of tabs 401 is selected. In some implementations, a search bar or search interface is also rendered in the chrome of a user profile page (as well as other pages) enabling users to type in information such as names of other users, concepts, topics, or posts the user desires to search for.
[0032] Generally, a great portion of, or all of, the information accessible or visible to the user and other users via the user profile page is self-declared; that is, the user types or otherwise enters information or content in various sections or forms that may or may not automatically appear by default when the user profile page is created. In particular embodiments, a user may edit his or her user profile page at anytime the user is logged into social network environment 20. By way of example, user profiles include data that describe the respective users of the social network enabled by social network environment 20, which may include, for example, proper names (first, middle and last of a person, a trade name or company name of a business entity, etc.) biographic, demographic, and other types of descriptive information in a basic information section 402 under Info tab 401b. The basic information section 402 may further include a user's sex, current city of residence, birthday, hometown, relationship status, political views, what the user is looking for or how the user is using the social network (e.g., for looking for friendships, relationships, dating, networking, etc.), and the like.
[0033] In particular embodiments, a user profile page may also include a personal information section 406 where the user can enter more personal declarations. By way of example, a personal information section 406 may include a sub-section 408 in which the user may declare various activities he, she, or it participates in or enjoys such as, for example, sports or music. For example, in section 408, the user may declare these activities by, for example, simply listing the activities. For example, the user may list "weight lifting, hiking, playing Ping-Pong, and foosball," or may use phrases such as, for example, "I enjoy weightlifting, I like hiking, I love playing Ping-Pong, I'm good at foosball."
The user may separate or delineate his or her declared activities (and other declarations described below) with, for example, commas, semicolons, dashes, or carriage returns. An example personal information section 406 may also include a sub-section 410 in which the user may declare various interests. Again, the user may simply list such interests, such as by typing, for example, "reading and photography," or by using phrases such as, for example, "I like to read, I like photography." As another example, interests section 406 may include a favorite music sub-section 412 in which the user may declare music he or she likes or is interested in, a favorite TV shows sub-section 414, a favorite movies sub-section 416, a favorite books sub-section 418, a favorite quotations sub-section 420, and even a general "about me" sub-section 422 in which the user may enter general declarations about himself or herself that may not fit under the previously described sections.
[0034] In particular embodiments, a user profile page may also include a contact information section 424 in which the user may enter various contact information including, for example, email addresses, phone numbers, and city of residence.
A user profile page may also include an education and work section 426 in which the user may enter his or her educational history. By way of example, a user may declare that he or she attended Stanford University in section 426 by, for example, simply typing "Stanford University," by typing "I attended Stanford University," or by selecting Stanford University from a menu interface. The user may also describe more specific information, such as, for example, the degree awarded, the field of the degree, the graduation date, etc. As another example, section 426 may enable the user to enter the user's work experience. By way of example, a user may declare that he or she works at company Z by, for example, simply typing "Company Z," by typing "I work at Company Z," or selecting company Z from a menu.
[0035] In particular embodiments, a user profile page also includes a friends section 428 (which may be visible in the chrome or other region of the page) that displays all or a subset of the user's friends as defined by edges in the social graph stored in social graph database 204. In particular embodiments, the user may click on a name or thumbnail image 429 associated with a friend resulting in the directing of the user to the user profile page of the selected friend.
[0036] In particular embodiments, actions that a user takes with respect to another second user, whether or not the second user may be a friend of the user or not, and, in particular embodiments, actions that the user takes with respect to various concept, topic, or other nodes in general, may be displayed in a recent activity section 430, which may be viewable as a section or sub-section within a wall (feed) section 432 under Wall (feed) tab 401a. Generally, wall section 432 is a space on every user's profile page that allows the user and friends to post messages including text or other content via input box 434 for the user and friends to see, as well as to comment, like, or otherwise express themselves in relation to posts on the wall including to comments made to such posts.
[0037] Figure 5 illustrates an example homepage of a user.
Generally, a user homepage is only visible to the user for which the homepage was created. Like a user profile page, a user homepage may display various information to the user and may include a number of selectable or interactive elements. By way of example, in the illustrated embodiment, the main portion or body of the page is displaying a feed or news feed 500 including status updates submitted by friends (indicated by user avatars or thumbnail images 501) of the user as well as posts including, by way of example, messages, comments, or other content posted by friends of the user. In one embodiment, the news feed 500 is by default displayed to the user upon accessing and rendering the homepage. In other embodiments, other information may be shown by default. In still other embodiments, the user may configure settings via the homepage that determine what information is presented to the user upon accessing his or her homepage. The news feed 500 may also be accessed by clicking or otherwise selecting news feed link 502. While the news feed 500 is displayed, the user may post messages and content that, when submitted, are virtually instantaneously viewable within the news feed 500 as well as, in particular embodiments, the news feeds of friends of the user or other users, and particularly users that are connected to the user. The user may post a message by typing the message within input box 504 and subsequently clicking or selecting the share button 506, which results in the post being submitted to servers 22 of social network environment 20.
[0038] In the illustrated embodiment, the user may also attach various media including, by way of example, documents, photos, videos, or audio clips, to the message or post using attach elements 508. The news feed 500 also displays posts from other users, particularly posts and comments from friends of the user. The user may comment on posts or other comments on posts (again comments and any other communications are also referred to as and treated as posts) by other users via interactive elements rendered next to, below, or in proximity to the respective post, comment, or other user's image 501. By way of example, the user may comment on a post or comment using an interactive element 510, which may result in an input box (e.g., a text input box) being rendered below or in proximity to the post or comment enabling the user to enter and submit text or other content. The user may also indicate that he or she likes a post or other comment using an interactive element 512 or share a post with other users via interactive element 514.
[0039] In particular embodiments, posts submitted by users via web pages or web applications supported, hosted by, or accessible in social network environment 20 are communicated to server 22 of social network environment 20 via AJAX
(Asynchronous JavaScript and XML) or other suitable techniques, and particularly, asynchronous techniques.
More particularly, any submissions of posts by a user are communicated to social network environment 20 (e.g., servers 22) via AJAX or other asynchronous or suitable techniques.
Similarly, the posts rendered in the news feed of the user's home page or the feed section of the wall of the user's profile page may be updated dynamically in real time (as described below) with new posts and comments transmitted to the user's client device via AJAX or other asynchronous or suitable techniques.
[0040] Additionally, in some embodiments, a post may be submitted by a user from a source or service external to social network environment 20, such as, by way of example, via a third-party website, web page, or web application such as, for example, TWITTER or other blogging service. In particular embodiments, posts made using such third-party services may be automatically imported into and received by social network environment 20. By way of example, a user posting messages or content using a third-party service may indicate that he or she would like to share the post with social network environment 20 via an interactive element presented to the user via the third-party service.
The user's post submitted via the third-party service may then appear as a post in, for example, the feed section 432 of the user's profile page or news feed section of the user's home page. In alternate embodiments, social network environment, and particularly servers 22, may include one or more APIs that automatically directly extract posts of users of both the third-party service and social network environment 20 from the third-party service such that they are viewable via the user's respective profile or other pages.
[0041] In particular embodiments, social network environment 20 maintains a post database 210 in or accessible by data store 24. In particular embodiments, social network environment 20, and particularly one or more of servers 22, includes a post indexing module 208 that stores and maintains in post database 210 the content of each post (which may also include content or comments made or submitted about a post) received by social network environment 20 as well as identifying information such as, by way of example, information identifying the user who submitted the post, the time the post was submitted by the user or received by social network environment 20, the geographic location of the user or the client device 30 the user used to submit the post, the IP address of the user's client device, one or more terms extracted from the post, among other suitable or appropriate metadata. In particular embodiments, social network environment 20, and particularly one or more of servers 22, further includes a topic analyzer 212 that populates and maintains a topic database 214 within or accessible by data store 24 that includes an index of topics identified by topic analyzer 212 through extracting or interpreting topics from posts received from users by servers 22 or topics extracted from other information sources.
[0042] In particular embodiments, data store 24 is a content storage and retrieval system that is structured to utilize the social graph information in social graph database 204 to structure the information stored within it or accessible by it, including post database 210 and topic database 214. In particular embodiments, one or more stores, databases, data structures, or indexes within data store 24, and particularly post database 210, store content or information such that the content or information is organized, at least in part, *Trademark
19 by the user who generated, authored, published, or otherwise posted or submitted the content.
In particular embodiments, the indices in post database 210 are additionally organized with respect to the real time submission or receipt of posts such that the post content is organized temporally as well as by the user who posted the content. In some embodiments, the content may further be organized or indexed by the web page, web application, or web service used by the user to post the content as well as by other criteria.
[0043] In one embodiment, post database 210 includes or utilizes a user-term index 216 that is an index of content received in posts from users or voices of other nodes.
As described above, a post may take a variety of forms depending on, for example, how and via which web page, web application, or web service the post was entered or uploaded and submitted to servers 22. In one embodiment, user-term index 216 includes storage partitions that each include one or more temporal databases (shards). A database shard is a selected group of records and in particular embodiments, each database shard is selected with respect to a predefined time period. Each temporal database includes an index of posts and content in posts received over a particular time period. In particular embodiments, the index of posts and content in each temporal database is indexed by the user that submitted the post as well as by term identifiers. In one embodiment, user-term index 216 stores for each user a posting list that includes a list of term identifiers of terms included in one or more of the user's posts as well as, for each term identifier, a list of post identifiers in which the term is found.
[0044] Post database 210 may also include a post content store 218 comprising a large allocation of addressable memory that stores post content, such as textual terms or other content in posts. In one embodiment, a term from a post in a particular time period is parsed and indexed into a corresponding temporal database shard in user-term index 216 and the term is stored in the content store 218 with a term identifier.
Post database 210 may also include a forward index 220 that identifies posts and stores a reference to the physical memory address(es) where the elements, including content and metadata, of a post are stored in content store 218.
[0045] In one embodiment, when social network environment 20, and particularly servers 22, receive a post, post indexing module 208 generates a new instance of a post object in content store 218, assigns a unique post identifier to the post, and begins to populate one or more fields of the post object with information about the post or the posting user. Indexing module 208 extracts information from the posts including, by way of example, the authoring user's user identifier and terms in or from the post.
Indexing module 208 stores the post terms in user-term index 216, and stores the user identifier, post identifier, and other metadata in forward index 220. Other metadata stored in forward index may include, by way of example, the number of terms in the post, the data and time of the post, the geographic location of the authoring user, among other suitable or useful metadata. Thus, forward index 220 includes an index of the posts received by social networking environment
20, whether received internally (through interacting with web pages or web applications hosted by social networking system) or externally through third-party web pages, web sites, or web applications (e.g., TWITTER).
100461 Indexing module 208 may extract terms from any portion of a post, including information that is not visible to the user, such as metadata. Terms that may be indexed include any content in or associated with any post. By way of example, terms may be found in and extracted from text, links, attachments, URLs, keywords stored as metadata, IP addresses, user identifiers, user nicknames, or other information social networking system has or can predict about or relate to the posting user or the subject matter of the post. Again, posts may generally include any submitted communication or declaration including wall posts, status updates, private or public messages, information entered in third-party applications, or third-party websites (e.g., blogging websites such as TWITTER), comments including comments on previously made posts, comments on photos, comments on videos, comments on links, or other comments, as well as photos, videos, links, or other uploaded or linked content. Terms may be found in, by way of example, text entered by the user in a post, previewed text from a linked web page or web site, a caption for or comment of a posted photo, video, or link, a posted URL, the title or content of a posted or linked article, etc.
10047] Social networking environment 20, and particularly post indexing module 208, may also associate terms that are synonymous or closely related to a term extracted from a post. By way of example, a post that reads "Go Niners" may index the term "Niners" as well as "Forty-Niners," "49ers," "9ers," etc. In some embodiments, post indexing module 208 may also index related words such as, continuing the last example, "football," "San Francisco," "Candlestick," etc. In some embodiments, post indexing module 208 may also use voice, video, or image recognition technology to extract or create terms relevant to content contained in a post. Additionally, post indexing module 208 may employ
21 conventional processes including tokenization, normalization, and expansion of terms extracted from a post. By way of example, tokenization may involve stripping and splitting terms based on punctuation and normalizing words with accents, acronyms, and possessives;
normalization may involve truncating words to their bases (e.g., "running" may be truncated to "run"); and expansions may involve expanding a term to include additional forms (e.g., "run" may be expanded to "runs," "runner," or "running").
[00481 Social network environment 20, and particularly servers 22, further includes a real time search engine 222 that queries forward index 220 and user-term index 216. As will be described in more detail below with reference to the flowchart of Figure 6, in response to a query submitted for related posts matching a particular post or post topic, real-time search engine 222 searches user-term index 216 and compiles post identifiers from matching posts in user-term index 216 and uses the post identifiers to access forward index 220 and obtain the storage locations in content store 218 for the matching posts. The search of the user-term indices can be performed in parallel across several of the temporal databases.
The search results may then be ranked, for example, by relevance (e.g., topic) and time, for presentation to the user for which the search was performed. More details of the forward index, user-term index, and real-time search engine can be found in U.S.
Patent Application Serial No. 12/704,400, filed 11 February 2010, and titled REAL TIME CONTENT
SEARCHING
IN SOCIAL NETWORK published as US 2011-0196855A1 on August 11, 2011.
[00491 When social network environment 20 receives a post submitted by a user, post indexing module 208 parses and stores the post as described above.
Additionally, topic analyzer 212 extracts one or more topics from the post. The extraction of topics from the post may involve one or more of a number of known topic identification technologies.
By way of example, topic analyzer 212 may work in conjunction with post indexing module 208 to extract one or more topics from one or more terms identified by post indexing module 208. Topic analyzer may then associate a topic identifier to the topic and store the topic identifier in topic database 214 along with identifying information and metadata including the post, or post identifier, associated with the post the topic was extracted from. Additionally or alternately, each post identifier stored in forward index 220 may have a topic identifier stored with it. Additionally, in some embodiments, posts may include photos, other images, video clips, or audio clips, among other media, and hence, topics analyzer 212 may be configured to identify the one or more topics from a post that comprises an image, video, or audio clip by
22 matching the image, video, or audio clip with one or more images, videos, or audio clips in a database of images, videos, or audio clips using image, video, or audio recognition technology or in conjunction with other processes configured to use image, video, or audio recognition technology. Each of the images, videos, or audio clips in the database of images, videos, or audio clips may be, in turn, previously matched with one or more topics in the database of topics.
[0050] In particular embodiments, topic analyzer 212 may analyze the topics extracted from received posts in real-time to identify trends or trending topics; that is, topics that are currently popular or otherwise generating interest among all or a subset of users as determined by, for example, the number of posts submitted around a topic, the number of users posting on the topic, and the frequency of such posts, among other factors. A trending topic as used herein may be a word, phrase, or topic that is posted a plurality of times and by a plurality of user of social network environment 20 and thus determined to be popular among all = or a subset of users of social network environment 20. Trending topics may become popular either through a concerted effort by users or because of an event that prompts people to post about a topic related to the event. By way of example, trending topics may include social events such as a concert, sporting events such as the National Basketball Association Championship Series, or other current events such as the eruption of the Icelandic volcano Eyjafjallajokull in 2010. In one embodiment, trending topics may be stored separately in topic database 214. In another embodiment, the topic identifiers of topics determined to be trending topics may be flagged or otherwise indicated in topic database 214.
[0051] The identification of trending topics may be based on any suitable algorithm or algorithms. By way of example, trending topics may be identified based on identifying bursts of related activity such as described in BURSTY AND
HIERARCHICAL
STRUCTURE IN STREAMS by Jon Kleinber and presented in The Proceedings of the 8th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2002.
By way of example, for every topic that appears in topics database 214, topics analyzer 212 computes all of the bursts in the streams of posts containing the topic. Combined with a method for computing a weight associated with each burst, and then for ranking by weight, this essentially provides a way to find the topics that exhibit the most prominent rising and falling pattern (a "trend") over a limited
23 period of time. In particular embodiments, the Kullback-Leibler divergence may additionally or alternately utilized to identify bursts of activity for purposes of identifying trending topcs.
[0052] Figure 6 shows a flowchart illustrating a method or process 600 for searching for, identifying, and presenting related posts to a user in response to a post submitted by the user. In particular embodiments, process 600 begins when social network environment 20 receives at 602 a post submitted by a user (the "posting user"). Again, a post may include all content (e.g., text, image, video, audio, hyperlink, etc.) associated with a particular communication and, generally, content refers to anything that may be stored by social network environment 20. By way of example, the post may be, include, or take the form of: a status update entered via the user's home or profile page; a post of a message or content entered via the user's home or profile page; a post of a message or content entered and submitted via another user's profile page, a concept profile page, a topic profile page, or other web page or web application; a comment entered and submitted by the user on another post or comment submitted by another user; a comment or caption added to a photo, video, or other media content, as well as a photo, other image, video clip, or audio clip themselves, and the like. By way of example, as described above with respect to Figure 5, a user may type or otherwise enter text via input box 504 as well as attach various media using interactive elements 508, and subsequently submit the post via share button 506. In the example illustrated in Figure 5, the posting user types a message "I hope that volcano in Iceland calms down before my trip!" in input box 504 and subsequently submits/posts the message by clicking the share button 506. Again, the post may be transmitted to servers 22 using AJAX
and more particularly, using an XMLHTTPRequest enabling quick and dynamic sending and fetching of results as described below.
[0053] When social network environment 20 receives the post at 602 submitted by the posting user, post indexing module 208 parses and stores the post as described above. Additionally, topic analyzer 212 extracts at 604 one or more topics from the post. By way of example, considering the example of Figure 5, the extracted topic may be the volcano in Iceland. In one particular embodiment, topic analyzer 212 then determines at 606 if any of the topics extracted from the post is a trending topic. By way of example, topic analyzer 212 may search topic database 214 for topics matching the extracted topic and determine if one or more matching topics are trending topics. In one embodiment, if topic analyzer 212 determines at 606 that a topic extracted from the post is a trending topic, topic
24 analyzer 212 then sends at 608 a query to search engine 222 containing the topic identifier of the trending topic. Search engine 222 then searches at 610 for related posts matching the topic extracted from the posting user's post according to various criteria, which may, at least partially, be set by the posting user. In one embodiment, search engine 222 searches user-term index 216 for terms that match, define, or relate to the extracted topic and compiles post identifiers from matching posts in user-term index 216 and uses the post identifiers to access forward index 220 and obtain the storage locations in content store 218 for the matching posts. Search engine 222 then returns one or more related posts to ranking module 224 at 612. In particular embodiments, by default or based on the posting user's indicated preferences, search engine 222 may only search for or return related posts that were posted by friends of the user, friends of friends of the user, all users, all users within a defined geographic location or region, or users of the same language, or users within one or more network groups, such as groups the posting user is in. Additionally, search engine 222 may only search for or return related posts transmitted within a predefined period of time relative to the posting user's post.
[0054] In particular embodiments, ranking module may then filter or rank one or more of the returned posts at 614 according to various criteria, which may, at least partially, be set by the posting user, especially if the number of returned results (related posts) is large. By way of example, ranking module may filter out posts that were not posted by friends of the user, friends of friends of the user, users within the same geographic location or region, or users of the same language, or users within one or more of the same network groups the posting user is in. Additionally, ranking module may filter out posts received previous to a defined period of time relative to the posting user's post.
Ranking module 224 may use the same filtering criteria to rank the related posts that are to be communicated to the posting user. By way of example, ranking module 224 may rank one or more related posts to be presented to the posting user based on how closely their topics match the topic of the posting user's post, how recently the related posts were received by social network environment 20, the relationship of the content of the related posts to the interests of the posting user (e.g., as determined by analyzing the posting user's profile), whether the authoring user's of the related posts are friends of the user, the social proximity of the authoring user's of the related posts to the posting user in the social graph, the geographic proximity of the authoring user's of the related posts to the posting user, the language of the related posts, the popularity of the related posts themselves (e.g., have Other user's been viewing and commenting on the related posts), the popularity of the topics extracted from the related posts (e.g., is popularity above a threshold), among other suitable criteria.
[00551 Ranking module 224 then passes the related posts that are to be presented to the posting user to page-generating process 200, which then formulates and transmits at 616 one or more responses containing markup language code or other code segments for rendering the related posts, information regarding the related posts, or information regarding the authoring users of the related posts, as well as, in particular embodiments, one or more code segments for rendering and implementing one or more interactive elements for presentation with the respective related posts. By way of example, referring back to Figure 5, where the user had posted about the volcano in Iceland, in one embodiment the user is presented with a trending topic UI 520 that reads "Volcano in Iceland is trending." In the illustrated embodiment, UI 520 also informs the posting user that four of the posting user's friends are also posting about the Volcano in Iceland. UI
520 may also include a number of interactive elements including a "Join the conversation"
interactive element that, when clicked or selected, directs the user to a web page directed to the erupting Icelandic Volcano where the user can post and comment on other user's posts and comments, and particularly posts and comments from friends of the user who are also posting about the topic of the web page (the erupting Icelandic Volcano).
[0056j Such a web page may be referred to as a topic web page or topic profile page and is illustrated, by way of example, in Figure 7. Topic profile pages may be or be similar to concept profile pages or hubs as described in U.S. Patent No.
8,244,848, issued August, 14, 2012 and titled INTEGRATED SOCIAL NETWORKS
ENVIRONMENT, U.S. Patent No. 8,572,129, issued October 29, 2013 and titled AUTOMATICALLY GENERATING NODES AND EDGES IN AN INTEGRATED
SOCIAL GRAPH, U.S. Patent No. 8,185,558, issued May 22, 2012 and titled AUTOMATICALLY GENERATING NODES AND EDGES IN AN
INTEGRATED SOCIAL GRAPH, and U.S. Patent No. 8,180,804, issued May 15, 2012 and titled DYNAMICALLY GENERATING RECOMMENDATIONS BASED
ON SOCIAL GRAPH INFORMATION. In one embodiment, a topic profile page could have an associated topic node similar to how a hub has an associated concept node. However, in one embodiment, topic profile pages and corresponding topic nodes are ephemeral as they only "live" as long as they are trending; that is, in one embodiment, once the topic associated with a topic node is no longer trending, the topic node and corresponding topic profile page may be deleted, or deleted after a period of time has lapsed since the topic was determined not to be trending, or still alternately, the topic node and corresponding topic profile page may continue to exist and, in some embodiments, may transition to a "historical event" or other classification. Similar to a hub, users may become fans of topic profile pages and declare "likes" to topic profile pages, and in some embodiments, even cause edges to be created between their respective user nodes and topic nodes. Users may also post content such as in a description section 722 of the topic profile page or add a profile photo 724. Additionally or alternately, social network environment may extract or import information from a third-party site such as an information site (e.g., vvww.wikipedia.org) or an online news site (e.g., www.msnbc.com) to populate a topic profile page and generally show current event information for the particular topic. The topic profile page may also display users, or more particularly, the profile pictures (e.g., avatars) 726 and names 728 of users, who are fans of the respective topic of the page or who have posted about the topic of the page.
[00571 In the embodiment illustrated in Figure 7, the posting user may post messages and content and otherwise interact with other users posting about the topic via typing text in input box 730, attaching or uploading content via interactive elements 732, and submitting the text or content via share button 734. As described above, a goal of particular embodiments is to present to the posting user related posts (as described above) from other users sharing the same topic. In the embodiment illustrated in Figure 7, the topic profile page includes a wall, feed, or news feed section 736 that include a sub-section feed 738 that displays related posts by friends of the posting user and a sub-section feed that displays related posts selected from all users. In one embodiment, the feeds 738 and 740 may be updated in real-time in response to new posts about the topic. In other embodiments, the feeds 738 and 740 may be updated in response to actions taken by the posting user on the topic page such as, for example, posting a new post on the topic via input box 730, posting new content (e.g., photos, video clips, audio clips, links, etc.) about the topic via interactive elements 732, or by interacting with one or more of the related posts in feeds 738 or 740 via interactive elements 742, 744, and 746, for example, enabling the posting user to comment, declare a like, or view feedback regarding a related post, respectively. It should also be appreciated that, any posts submitted with respect to related posts are also added to post database 210 and their respective topics are also added to topic database 214, and in particular embodiments, in real-time. In this way, trending topics are always up to date and accurate.
[0058] In some embodiments, the one or more responses formulated and transmitted by page-generating process 200 at 616 may additionally or alternately cause one or more related posts to be displayed within UI 520 itself and furthermore, with interactive elements to comment, like, share, or otherwise interact with the related posts or the authoring users of the related posts, which may also be displayed (via profile pictures or names) within UI 520. Furthermore, as the user may post on pages other than his or her profile or home page, UI 520 may be rendered on any page in which the posting user submits a post. In other embodiments, the one or more responses formulated and transmitted by page-generating process 200 at 616 may additionally or alternately cause one or more related posts to be displayed within wall (feed) section 432 of the user's profile page or news feed 500 of the user's homepage and furthermore, with similar interactive elements to comment, like, share, or otherwise interact with the related posts or the authoring users of the related posts, which may also be displayed (via profile pictures or names) within these sections.
[0059] Additionally, although in the embodiment described with reference to Figure 6, related posts or related post information was only displayed if the topic of the posting user's post was determined to be a trending topic, in other embodiments, social network environment 20 may search for, identify, and present to the user related posts regardless of whether or not the topic of the posting user's post is determined to be a trending topic.
[0060] Furthermore, in particular embodiments, when the posting user comments on or otherwise interacts with a related post presented to the posting user in response to the posting user's post, the authoring user of the related post may be notified. By way of example, the posting user's comment may be displayed in the wall section 432 or news feed section 500 of the profile or home pages of the authoring user of the related post.
Additionally or alternately, the authoring user of the related post may be present with a UI
520 encouraging and enabling the authoring user of the related post to interact with other users authoring related posts.

[0061] Moreover, as described earlier, similar processes and techniques may be used to identify topics relating to user actions such as, by way of example, typing a word or words in a search box in a presented page, clicking on a hyperlink that redirects the user to another page, or visiting another page in general. In such cases, topic analyzer 212 may analyze the text input into the search box, or analyze the content of the page the user is requesting (e.g., a title, name or other identifier of the page, content in or associated with the page, descriptive information in the page, particular users that are connected to the page, particular friends of the user that are connected to the page), to identify one or more topics from the search or page request. The methods or processes for identifying and presenting posts, or post information, related to the topic or topics identified based on the search or page request may then proceed as described above.
[00621 The applications or processes described herein can be implemented as a series of computer-readable instructions, embodied or encoded on or within a tangible data storage medium, that when executed are operable to cause one or more processors to implement the operations described above. While the foregoing processes and mechanisms can be implemented by a wide variety of physical systems and in a wide variety of network and computing environments, the computing systems described below provide example computing system architectures of the server and client systems described above, for didactic, rather than limiting, purposes.
[00631 Figure 8 illustrates an example computing system architecture, which may be used to implement a server 22a, 22b. In one embodiment, hardware system comprises a processor 1002, a cache memory 1004, and one or more executable modules and drivers, stored on a tangible computer readable medium, directed to the functions described herein. Additionally, hardware system 1000 includes a high performance input/output (I/0) bus 1006 and a standard I/0 bus 1008. A host bridge 1010 couples processor 1002 to high performance I/0 bus 1006, whereas I/0 bus bridge 1012 couples the two buses 1006 and 1008 to each other. A system memory 1014 and one or more network/communication interfaces 1016 couple to bus 1006. Hardware system 1000 may further include video memory (not shown) and a display device coupled to the video memory. Mass storage 1018, and I/0 ports 1020 couple to bus 1008. Hardware system 1000 may optionally include a keyboard and pointing device, and a display device (not shown) coupled to bus 1008.
Collectively, these elements are intended to represent a broad category of computer hardware systems, including but not limited to general purpose computer systems based on the x86-compatible processors manufactured by Intel Corporation of Santa Clara, California, and the x86-compatible processors manufactured by Advanced Micro Devices (AMD), Inc., of Sunnyvale, California, as well as any other suitable processor.
[0064] The elements of hardware system 1000 are described in greater detail below. In particular, network interface 1016 provides communication between hardware system 1000 and any of a wide range of networks, such as an Ethernet (e.g., IEEE 802.3) network, a backplane, etc. Mass storage 1018 provides permanent storage for the data and programming instructions to perform the above-described functions implemented in the servers 22a, 22b, whereas system memory 1014 (e.g., DRAM) provides temporary storage for the data and programming instructions when executed by processor 1002. I/0 ports 620 are one or more serial and/or parallel communication ports that provide communication between additional peripheral devices, which may be coupled to hardware system 1000.
[0065] Hardware system 1000 may include a variety of system architectures;
and various components of hardware system 1000 may be rearranged. For example, cache 1004 may be on-chip with processor 1002. Alternatively, cache 1004 and processor 1002 may be packed together as a "processor module," with processor 1002 being referred to as the "processor core." Furthermore, certain embodiments of the present invention may not require nor include all of the above components. For example, the peripheral devices shown coupled to standard I/0 bus 1008 may couple to high performance I/0 bus 1006. In addition, in some embodiments, only a single bus may exist, with the components of hardware system 1000 being coupled to the single bus. Furthermore, hardware system 1000 may include additional components, such as additional processors, storage devices, or memories.
[0066] In one implementation, the operations of the embodiments described herein are implemented as a series of executable modules run by hardware system 1000, individually or collectively in a distributed computing environment. In a particular embodiment, a set of software modules and/or drivers implements a network communications protocol stack, browsing and other computing functions, optimization processes, and the like.
The foregoing functional modules may be realized by hardware, executable modules stored on a computer readable medium, or a combination of both. For example, the functional modules may comprise a plurality or series of instructions to be executed by a processor in a hardware system, such as processor 1002. Initially, the series of instructions may be stored on a storage device, such as mass storage 1018. However, the series of instructions can be tangibly stored on any suitable storage medium, such as a diskette, CD-ROM, ROM, EEPROM, etc. Furthermore, the series of instructions need not be stored locally, and could be received from a remote storage device, such as a server on a network, via network/communications interface 1016. The instructions are copied from the storage device, such as mass storage 1018, into memory 1014 and then accessed and executed by processor 1002.
[0067] An operating system manages and controls the operation of hardware system 1000, including the input and output of data to and from software applications (not shown). The operating system provides an interface between the software applications being executed on the system and the hardware components of the system. Any suitable operating system may be used, such the LINUX* Operating System, the Apple Macintosh*
Operating System, available from Apple Computer Inc. of Cupertino, Calif., UNIX*
operating systems, Microsoft*(r) Windows*(r) operating systems, BSD operating systems, and the like. Of course, other implementations are possible. For example, the nickname generating functions described herein my be implemented in firmware or on an application specific integrated circuit.
[0068] Furthermore, the above-described elements and operations can be comprised of instructions that are stored on storage media. The instructions can be retrieved and executed by a processing system. Some examples of instructions are software, program code, and firmware. Some examples of storage media are memory devices, tape, disks, integrated circuits, and servers. The instructions are operational when executed by the processing system to direct the processing system to operate in accord with the invention.
The term "processing system" refers to a single processing device or a group of inter-operational processing devices. Some examples of processing devices are integrated circuits and logic circuitry. Those skilled in the art are familiar with instructions, computers, and storage media.
[0069] The present disclosure encompasses = all changes, substitutions, variations, alterations, and modifications to the example embodiments herein that a person having ordinary skill in the art would comprehend. Similarly, where appropriate, the appended claims encompass all changes, substitutions, variations, alterations, and modifications to the example embodiments herein that a person having ordinary skill in the *Trademark art would comprehend. By way of example, while embodiments of the present invention have been described as operating in connection with a social networking website, the present invention can be used in connection with any communications facility that supports web applications. Furthermore, in some embodiments the term "web service" and "web-site" may be used interchangeably and additionally may refer to a custom or generalized API on a device, such as a mobile device (e.g., cellular phone, smart phone, personal GPS, personal digital assistance, personal gaming device, etc.), that makes API calls directly to a server.

Claims (20)

32
1. A method comprising:
by one or more computing systems, receiving an indication of a first user action by a first user;
by one or more computing systems, when the indication is received:
analyzing content of the first user action;
determining a topic of the first user action based at least in part on the analysis;
determining whether the topic is trending;
determining whether the first user has indicated a preference to exclude posts associated with the topic or a category associated with the topic; and in response to a determining that the topic is trending and there is no indication of the preference, then:
notifying the first user that the topic is trending;
identifying a second user action by a second user that relates to the topic;
determining whether the first user has indicated a preference to exclude posts associated with the second user; and in response to a determining that there is no indication of the preference, sending to the first user information associated with the second user action with a graphical user interface (GUI) element configured to enable the first user to interact with the second user action.
2. The method of Claim 1, wherein the first user action comprises a submission of a post by the first user.
3. The method of Claim 2, wherein the post comprises one or more of:
a status update declared by the first user on a profile page of the first user;
a wall post declared on a profile page of the first user;
a wall post declared on a profile page of the second user;

a declared comment on a status update declared by the second user;
a declared comment on a wall post declared by the second user; or an indication or declaration by the first user of a like of a user action.
4. The method of Claim 1, wherein:
the first and second users are users of a social-networking system; and determining whether the topic is trending comprises determining whether the topic is trending across an entirety of the social-networking system.
5. The method of Claim 1, wherein:
the first and second users are users of a social-networking system; and determining whether the topic is trending comprises determining whether the topic is trending across a portion of the social-networking system that is relevant to the first user.
6. The method of Claim 5, wherein the portion of the social- networking system comprises:
users of the social-networking system within a geographical area associated with the first user; or users of the social-networking system connected to the first user within the social-networking system.
7. The method of Claim 1, wherein the first user action comprises the entry of text in a search box.
8. The method of Claim 1, wherein the first user action comprises a request for a web page.
9. The method of Claim 1, wherein the GUI element is configured to enable the first user to comment on the second user action.
10. The method of Claim 1, wherein the first and second users are users of a social-networking system, the social-networking system comprising a graph that comprises a plurality of nodes and edges connecting the nodes, at least one node in the graph corresponding to the first user, at least one node in the graph corresponding to the second user, at least one of the nodes corresponding to the first user and at least one of the nodes corresponding to the second user being connected to each other by an edge.
11. A system comprising:
one or more hardware processors; and a memory coupled to the processors comprising instructions executable by the processors, the processors being operable when executing the instructions to:
receive an indication of a first user action by a first user; and when the indication is received:
analyze content of the first user action;
determine a topic of the first user action based at least in part on the analysis;
determine whether the tropic is trending;
determine whether the first user has indicated a preference to exclude posts associated with the topic or a category associated with the topic; and in response to a determining that the topic is trending and there is no indication, then:
notify the first user that the tropic is trending;
identify a second user action by a second user that relates to the topic;
determine whether the first user has indicated a preference to exclude posts associated with the second user; and in response to a determining that there is no indication of the preference, send to the first user information associated with the second user action with a graphical user interface (GUI) element configured to enable the first user to interact with the second user action.
12. The system of Claim 11, wherein the first user action comprises a submission of a post by the first user.
13. The system of Claim 12, wherein the post comprises one or more of:
a status update declared by the first user on a profile page of the first user;
a wall post declared on a profile page of the first user;
a wall post declared on a profile page of the second user;
a declared comment on a status update declared by the second user;
a declared comment on a wall post declared by the second user; or an indication or declaration by the first user of a like of a user action.
14. The system of Claim 11, wherein:
the first and second users are users of a social-networking system; and determining whether the topic is trending comprises determining whether the topic is trending across an entirety of the social-networking system.
15. The system of Claim 11, wherein:
the first and second users are users of a social-networking system; and determining whether the topic is trending comprises determining whether the topic is trending across a portion of the social-networking system that is relevant to the first user.
16. The system of Claim 15, wherein the portion of the social-networking system comprises:
users of the social-networking system within a geographical area associated with the first user; or users of the social-networking system connected to the first user within the social-networking system.
17. The system of Claim 11, wherein the first user action comprises the entry of text in a search box.
18. The system of Claim 11, wherein the first user action comprises a request for a web page.
19. The system of Claim 11, wherein the GUI element is configured to enable the first user to comment on the second user action.
20. The system of Claim 11, wherein the first and second users are users of a social-networking system, the social-networking system comprising a graph that comprises a plurality of nodes and edges connecting the nodes, at least one node in the graph corresponding to the first user, at least one node in the graph corresponding to the second user, at least one of the nodes corresponding to the first user and at least one of the nodes corresponding to the second user being connected to each other by an edge.
CA2798942A 2010-07-01 2011-06-30 Facilitating interaction among users of a social network Expired - Fee Related CA2798942C (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US12/829,338 2010-07-01
US12/829,338 US9177346B2 (en) 2010-07-01 2010-07-01 Facilitating interaction among users of a social network
PCT/US2011/042487 WO2012003255A2 (en) 2010-07-01 2011-06-30 Facilitating interaction among users of a social network

Publications (2)

Publication Number Publication Date
CA2798942A1 CA2798942A1 (en) 2012-01-05
CA2798942C true CA2798942C (en) 2016-04-19

Family

ID=45400519

Family Applications (1)

Application Number Title Priority Date Filing Date
CA2798942A Expired - Fee Related CA2798942C (en) 2010-07-01 2011-06-30 Facilitating interaction among users of a social network

Country Status (9)

Country Link
US (3) US9177346B2 (en)
EP (1) EP2589013B1 (en)
JP (2) JP6030552B2 (en)
CN (2) CN102971762B (en)
AU (1) AU2011271453C1 (en)
BR (1) BR112012033691A2 (en)
CA (1) CA2798942C (en)
WO (1) WO2012003255A2 (en)
ZA (1) ZA201208674B (en)

Families Citing this family (295)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2010061416A (en) * 2008-09-04 2010-03-18 Sony Corp Image display device, server, mobile terminal, image display method and system
US8676904B2 (en) 2008-10-02 2014-03-18 Apple Inc. Electronic devices with voice command and contextual data processing capabilities
US9290095B2 (en) 2009-02-23 2016-03-22 Michael D. Roth Ignition interlock identification apparatus and method of use thereof
US9454859B2 (en) 2009-02-23 2016-09-27 Michael D. Roth Behavior modification apparatus and method of use thereof
US9262517B2 (en) * 2010-08-18 2016-02-16 At&T Intellectual Property I, L.P. Systems and methods for social media data mining
US9875306B2 (en) * 2010-08-30 2018-01-23 Google Inc. Navigation through a collection of electronic documents
US9633397B2 (en) * 2010-09-15 2017-04-25 GM Global Technology Operations LLC Social networking with autonomous agents
US20120110064A1 (en) * 2010-11-01 2012-05-03 Google Inc. Content sharing interface for sharing content in social networks
US8510660B2 (en) * 2010-11-12 2013-08-13 Path, Inc. Method and system for tagging content
US9207832B1 (en) * 2010-11-15 2015-12-08 Cisco Technology, Inc. Intelligent social collaboration watchlist that visually indicates an order of relevance
JP5706137B2 (en) * 2010-11-22 2015-04-22 インターナショナル・ビジネス・マシーンズ・コーポレーションInternational Business Machines Corporation Method and computer program for displaying a plurality of posts (groups of data) on a computer screen in real time along a plurality of axes
US20120137316A1 (en) * 2010-11-30 2012-05-31 Kirill Elizarov Media information system and method
US8498994B2 (en) 2010-12-03 2013-07-30 Salesforce.Com, Inc. Social files
US9153000B2 (en) 2010-12-13 2015-10-06 Microsoft Technology Licensing, Llc Presenting content items shared within social networks
US20120150971A1 (en) * 2010-12-13 2012-06-14 Microsoft Corporation Presenting notifications of content items shared by social network contacts
US9178950B2 (en) 2010-12-17 2015-11-03 LiveHelpNow, LLC Method, system and apparatus for establishing and monitoring sessions with clients over a communication network
US9823803B2 (en) * 2010-12-22 2017-11-21 Facebook, Inc. Modular user profile overlay
US8832188B1 (en) * 2010-12-23 2014-09-09 Google Inc. Determining language of text fragments
US20120166971A1 (en) * 2010-12-28 2012-06-28 Thomas Sachson Social Networking Timeline System And Method
US8996625B1 (en) * 2011-02-01 2015-03-31 Google Inc. Aggregate display of messages
US20120210377A1 (en) * 2011-02-11 2012-08-16 Sony Network Entertainment International Llc Social networking feedback via second display selections
US9547876B2 (en) * 2011-02-16 2017-01-17 Lattice Engines, Inc. Digital data processing systems and methods for searching and communicating via a social network
US9886455B1 (en) 2011-02-16 2018-02-06 Lattice Engines, Inc. Digital data processing systems and methods for searching across user accounts
EP2747014A1 (en) * 2011-02-23 2014-06-25 Bottlenose, Inc. Adaptive system architecture for identifying popular topics from messages
WO2012135804A2 (en) * 2011-04-01 2012-10-04 Mixaroo, Inc. System and method for real-time processing, storage, indexing, and delivery of segmented video
US8775431B2 (en) * 2011-04-25 2014-07-08 Disney Enterprises, Inc. Systems and methods for hot topic identification and metadata
US8983924B2 (en) 2011-05-12 2015-03-17 Microsoft Technology Licensing, Llc Sharing public search queries and interactions
US8438165B2 (en) 2011-05-12 2013-05-07 Microsoft Corporation Interest tracking using shared search queries and interactions
US9195677B2 (en) * 2011-05-20 2015-11-24 Stephen Ball System and method for decorating a hotel room
US8842875B2 (en) * 2011-05-26 2014-09-23 Digimarc Corporation Image related methods and systems
US8806598B2 (en) * 2011-06-09 2014-08-12 Megathread, Ltd. System and method for authenticating a user through community discussion
US8473485B2 (en) * 2011-06-29 2013-06-25 Microsoft Corporation Organizing search history into collections
US9613339B2 (en) * 2011-06-30 2017-04-04 International Business Machines Corporation Information exchange in the social network environment
EP2541486A1 (en) * 2011-07-01 2013-01-02 Axel Springer Digital TV Guide GmbH Recommender system and method of operating same
US20130024431A1 (en) * 2011-07-22 2013-01-24 Microsoft Corporation Event database for event search and ticket retrieval
US9256859B2 (en) * 2011-07-26 2016-02-09 Salesforce.Com, Inc. Systems and methods for fragmenting newsfeed objects
US20130031190A1 (en) * 2011-07-29 2013-01-31 Xtreme Labs Inc. Method and system for providing notifications
JP6039287B2 (en) * 2011-08-01 2016-12-07 ネイバー コーポレーションNAVER Corporation System and method for recommending a blog
US9672496B2 (en) * 2011-08-18 2017-06-06 Facebook, Inc. Computer-vision content detection for connecting objects in media to users
US9135631B2 (en) 2011-08-18 2015-09-15 Facebook, Inc. Computer-vision content detection for sponsored stories
US9536015B1 (en) * 2011-09-06 2017-01-03 Google Inc. Using social networking information
CN102999505B (en) * 2011-09-13 2016-08-03 腾讯科技(北京)有限公司 Webpage adds the method and system of relevant microblog
US9495661B2 (en) * 2011-09-26 2016-11-15 Sparxo, Inc Embeddable context sensitive chat system
US9639857B2 (en) * 2011-09-30 2017-05-02 Nokia Technologies Oy Method and apparatus for associating commenting information with one or more objects
US9542711B2 (en) * 2011-10-07 2017-01-10 Salesforce.Com, Inc. Computer implemented methods and apparatus for providing selective notifications in an online social network
US20130091444A1 (en) * 2011-10-11 2013-04-11 Microsoft Corporation Automatic rendering of interactive user interface elements
US10210465B2 (en) * 2011-11-11 2019-02-19 Facebook, Inc. Enabling preference portability for users of a social networking system
US9466071B2 (en) * 2011-11-16 2016-10-11 Yahoo! Inc. Social media user recommendation system and method
US10108927B2 (en) * 2011-11-19 2018-10-23 Oath Inc. Method and system for enhancing user experience on a web content page by categorizing contacts and relevant posts
US9276892B2 (en) * 2011-11-29 2016-03-01 Liquid Girds Social dialogue listening, analytics, and engagement system and method
US20130144868A1 (en) * 2011-12-01 2013-06-06 Microsoft Corporation Post Building and Search Creation
US9152947B2 (en) * 2011-12-05 2015-10-06 Sap Portals Isreal Ltd Real-time social networking
GB2512574A (en) * 2012-01-27 2014-10-08 Bottlenose Inc Trending of aggregated personalized information streams and multi-dimensional graphical depiction thereof
EP2769292A4 (en) * 2012-01-27 2015-01-07 Bottlenose Inc Trending of aggregated personalized information streams and multi-dimensional graphical depiction thereof
US8832092B2 (en) 2012-02-17 2014-09-09 Bottlenose, Inc. Natural language processing optimized for micro content
US9020957B1 (en) * 2012-02-29 2015-04-28 Symantec Corporation Systems and methods for enhancing social networking content
CN103312755A (en) * 2012-03-14 2013-09-18 腾讯科技(深圳)有限公司 Content sharing method and device based on geographic position
US9154568B2 (en) * 2012-03-20 2015-10-06 Facebook, Inc. Proxy bypass login for applications on mobile devices
US9672574B2 (en) 2012-03-20 2017-06-06 Facebook, Inc. Bypass login for applications on mobile devices
US20130262564A1 (en) * 2012-03-31 2013-10-03 Immediate, LLC Interactive media distribution systems and methods
US20150127748A1 (en) * 2012-04-13 2015-05-07 Google Inc. Recommendations for enhanced content in social posts
US9372589B2 (en) * 2012-04-18 2016-06-21 Facebook, Inc. Structured information about nodes on a social networking system
CN103377258B (en) * 2012-04-28 2018-11-02 索尼公司 Method and apparatus for carrying out classification display to micro-blog information
US9015196B2 (en) * 2012-05-10 2015-04-21 Dst Technologies, Inc. Internal social network for an enterprise and applications thereof
US20130304727A1 (en) * 2012-05-11 2013-11-14 Joseph Shu Yan Poon Method and system for managing social network data
US9069744B2 (en) 2012-05-15 2015-06-30 Google Inc. Extensible framework for ereader tools, including named entity information
EP2857978A4 (en) * 2012-05-30 2016-06-15 Sony Corp Information processing device, information processing method and recording medium
US8903927B2 (en) * 2012-06-01 2014-12-02 Facebook, Inc. Increasing engagement of low engagement users in a social network
JP6064376B2 (en) * 2012-06-06 2017-01-25 ソニー株式会社 Information processing device, computer program, and terminal device
US9299059B1 (en) * 2012-06-07 2016-03-29 Google Inc. Generating a summary of social media content
US20130338995A1 (en) * 2012-06-12 2013-12-19 Grant Street Group, Inc. Practical natural-language human-machine interfaces
US20140012911A1 (en) * 2012-07-09 2014-01-09 Jenny Q. Ta Social network system and method
US20140025702A1 (en) * 2012-07-23 2014-01-23 Michael Curtiss Filtering Structured Search Queries Based on Privacy Settings
JP5692181B2 (en) * 2012-07-26 2015-04-01 カシオ計算機株式会社 Network service system, wrist terminal, display method, and program
US9009126B2 (en) 2012-07-31 2015-04-14 Bottlenose, Inc. Discovering and ranking trending links about topics
US8825711B2 (en) * 2012-08-13 2014-09-02 Magnet Systems, Inc. Managing cross-correlated data
US9449348B2 (en) * 2012-08-28 2016-09-20 Facebook, Inc. Providing a locality viewport through a social networking system
US10311085B2 (en) * 2012-08-31 2019-06-04 Netseer, Inc. Concept-level user intent profile extraction and applications
US9355174B2 (en) 2012-09-07 2016-05-31 Iheartmedia Management Services, Inc. Multi-input playlist selection
US9147008B2 (en) * 2012-09-13 2015-09-29 Cisco Technology, Inc. Activity based recommendations within a social networking environment based upon graph activation
US10198776B2 (en) * 2012-09-21 2019-02-05 Graham Holdings Company System and method for delivering an open profile personalization system through social media based on profile data structures that contain interest nodes or channels
US20140089775A1 (en) * 2012-09-27 2014-03-27 Frank R. Worsley Synchronizing Book Annotations With Social Networks
US9225788B2 (en) * 2012-10-05 2015-12-29 Facebook, Inc. Method and apparatus for identifying common interest between social network users
US9529867B1 (en) * 2012-10-11 2016-12-27 Google Inc. System and method for providing a dynamic dashboard
US10275521B2 (en) * 2012-10-13 2019-04-30 John Angwin System and method for displaying changes in trending topics to a user
US20140108960A1 (en) * 2012-10-17 2014-04-17 Microsoft Corporation Creating Threaded Multimedia Conversations
US10032233B2 (en) * 2012-10-17 2018-07-24 Facebook, Inc. Social context in augmented reality
US8886625B1 (en) * 2012-10-31 2014-11-11 Google Inc. Methods and computer-readable media for providing recommended entities based on a user's social graph
US20140129544A1 (en) * 2012-11-02 2014-05-08 Google Inc. Using Metadata to Summarize Social Media Content
US9213996B2 (en) * 2012-11-19 2015-12-15 Wal-Mart Stores, Inc. System and method for analyzing social media trends
US8898804B2 (en) * 2012-11-27 2014-11-25 Applied Research Works, Inc. System and method for selectively sharing information
US9483524B1 (en) 2012-12-03 2016-11-01 Google Inc. Ranking communities based on content
US20140164082A1 (en) * 2012-12-06 2014-06-12 Capital One Financial Corporation Systems and methods for social media referrals based rewards
US9778819B2 (en) * 2012-12-07 2017-10-03 Google Inc. Displaying a stream of content
US9430561B2 (en) * 2012-12-19 2016-08-30 Facebook, Inc. Formation of topic profiles for prediction of topic interest groups
ES2698326T3 (en) * 2012-12-20 2019-02-04 Bae Systems Plc Searchable data file in searches
US9015605B2 (en) * 2012-12-20 2015-04-21 Daniel Sullivan Cross-platform content management for online community advocacy management platform
US9547697B2 (en) 2012-12-21 2017-01-17 Google Inc. Aggregating interactions for content items
US9935910B2 (en) * 2012-12-21 2018-04-03 Google Llc Recipient location aware notifications in response to related posts
US20140201227A1 (en) * 2013-01-15 2014-07-17 Getty Images (Us), Inc. Content-identification engine based on social media
US9436709B1 (en) * 2013-01-16 2016-09-06 Google Inc. Content discovery in a topical community
KR20230137475A (en) 2013-02-07 2023-10-04 애플 인크. Voice trigger for a digital assistant
JP5920837B2 (en) * 2013-02-12 2016-05-18 Necパーソナルコンピュータ株式会社 Information processing apparatus, control method, and program
US9619553B2 (en) * 2013-02-12 2017-04-11 International Business Machines Corporation Ranking of meeting topics
US20140229862A1 (en) * 2013-02-14 2014-08-14 Luke St. Clair Launching Friends
US8762302B1 (en) 2013-02-22 2014-06-24 Bottlenose, Inc. System and method for revealing correlations between data streams
US11477512B2 (en) 2013-02-22 2022-10-18 Meta Platforms, Inc. Time-delayed publishing
US9152709B2 (en) 2013-02-25 2015-10-06 Microsoft Technology Licensing, Llc Cross-domain topic space
US9619046B2 (en) * 2013-02-27 2017-04-11 Facebook, Inc. Determining phrase objects based on received user input context information
US20140258358A1 (en) * 2013-03-11 2014-09-11 Htc Corporation Method of combining network data and mobile device using the same
US9171063B2 (en) * 2013-03-13 2015-10-27 Facebook, Inc. Short-term hashes
US9524489B2 (en) * 2013-03-14 2016-12-20 Samsung Electronics Co., Ltd. Computing system with task transfer mechanism and method of operation thereof
US9450907B2 (en) * 2013-03-14 2016-09-20 Facebook, Inc. Bundled event memories
US10346411B1 (en) * 2013-03-14 2019-07-09 Google Llc Automatic target audience suggestions when sharing in a social network
US9294583B1 (en) * 2013-03-15 2016-03-22 Google Inc. Updating event posts
US8935272B2 (en) * 2013-03-17 2015-01-13 Alation, Inc. Curated answers community automatically populated through user query monitoring
US10375180B2 (en) * 2013-03-28 2019-08-06 International Business Machines Corporation Following content posting entities
CN104111935B (en) * 2013-04-17 2017-02-01 腾讯科技(深圳)有限公司 Server and microblog pushing method and system
US9542473B2 (en) * 2013-04-30 2017-01-10 Microsoft Technology Licensing, Llc Tagged search result maintainance
WO2014190083A1 (en) * 2013-05-21 2014-11-27 Tomer Ben-Kiki Systems and methods for providing on-line services
US9483568B1 (en) * 2013-06-05 2016-11-01 Google Inc. Indexing system
US9323733B1 (en) 2013-06-05 2016-04-26 Google Inc. Indexed electronic book annotations
CA2913283C (en) * 2013-06-06 2018-05-15 Facebook, Inc. Generating a feed of content items associated with a topic from multiple content sources
US9684723B2 (en) * 2013-06-10 2017-06-20 Microsoft Technology Licensing, Llc Adaptable real-time feed for site population
KR20150000414A (en) * 2013-06-18 2015-01-02 삼성전자주식회사 Method for managing media contents and apparatus for the same
BR112015032691A2 (en) * 2013-06-27 2017-07-25 3M Innovative Properties Co polymer layers and manufacturing methods
US20150019948A1 (en) * 2013-07-15 2015-01-15 Michael D. Roth Hub apparatus and method of use thereof for updating microsites
CN103391511A (en) * 2013-07-17 2013-11-13 杭州东方网升科技有限公司 Content sharing method based on geographic position
US20150032813A1 (en) * 2013-07-29 2015-01-29 Microsoft Corporation Techniques to locate and display content shared with a user
US9317614B2 (en) * 2013-07-30 2016-04-19 Facebook, Inc. Static rankings for search queries on online social networks
US9876750B2 (en) * 2013-08-06 2018-01-23 Salesforce.Com, Inc. Systems and methods for managing smart posts in feeds
US9384243B2 (en) 2013-08-07 2016-07-05 Facebook, Inc. Real-time trend detection in a social network
US9177410B2 (en) * 2013-08-09 2015-11-03 Ayla Mandel System and method for creating avatars or animated sequences using human body features extracted from a still image
US9448962B2 (en) * 2013-08-09 2016-09-20 Facebook, Inc. User experience/user interface based on interaction history
US9432419B2 (en) * 2013-09-13 2016-08-30 Mimecast North America, Inc. Facilitating user communication about a common topic
US9665657B2 (en) * 2013-09-24 2017-05-30 Google Inc. Dynamically picking content from social shares to display in a user interface
KR102138515B1 (en) * 2013-10-01 2020-07-28 엘지전자 주식회사 Mobile terminal and method for controlling thereof
US20150100632A1 (en) * 2013-10-07 2015-04-09 Suraj Bhagwan Panjabi Voice-driven social media
US20150112996A1 (en) * 2013-10-23 2015-04-23 Microsoft Corporation Pervasive search architecture
US20150149542A1 (en) * 2013-11-27 2015-05-28 Chintan Jain System and methods for generating and provisioning a personalized geo-fence
JP6015959B2 (en) * 2013-11-28 2016-10-26 インターナショナル・ビジネス・マシーンズ・コーポレーションInternational Business Machines Corporation Information processing apparatus, information processing method, and program
US20150172334A1 (en) 2013-12-12 2015-06-18 Facebook, Inc. Suggesting recipients for content items presented through a social networking system
US9471671B1 (en) * 2013-12-18 2016-10-18 Google Inc. Identifying and/or recommending relevant media content
IL230743B (en) * 2014-01-30 2019-09-26 Verint Systems Ltd System and method for extracting identifiers from traffic of an unknown protocol
US10360642B2 (en) * 2014-02-18 2019-07-23 Google Llc Global comments for a media item
CN104618742A (en) 2014-02-19 2015-05-13 腾讯科技(北京)有限公司 Method, device and system for releasing information
US9727926B2 (en) * 2014-03-03 2017-08-08 Google Inc. Entity page recommendation based on post content
US9871758B2 (en) * 2014-03-27 2018-01-16 International Business Machines Corporation User recommendations in a social media network
CN104978326B (en) * 2014-04-03 2019-04-12 腾讯科技(深圳)有限公司 The method and device of comment information processing
MX2016013629A (en) * 2014-04-16 2017-03-15 Thakur Ranjeet Global exchange platform for the film industry professionals.
CN105007288A (en) * 2014-04-18 2015-10-28 塞克雷特公司 Displaying comments on a secret in an anonymous social networking application
US20150310020A1 (en) * 2014-04-28 2015-10-29 Elwha LLC, a limited liability company of the State of Delaware Methods, systems, and devices for outcome prediction of text submission to network based on corpora analysis
US20150309965A1 (en) * 2014-04-28 2015-10-29 Elwha Llc Methods, systems, and devices for outcome prediction of text submission to network based on corpora analysis
US9959349B1 (en) * 2014-04-30 2018-05-01 Cox Communications, Inc. Content guide and/or content channels to provide trending content associated with social media
US9959006B2 (en) * 2014-05-12 2018-05-01 International Business Machines Corporation Generating a form response interface in an online application
US10796384B2 (en) * 2014-05-30 2020-10-06 Google Llc Suggesting pre-created groups based on a user web identity and online interactions
US9740687B2 (en) 2014-06-11 2017-08-22 Facebook, Inc. Classifying languages for objects and entities
US9338493B2 (en) 2014-06-30 2016-05-10 Apple Inc. Intelligent automated assistant for TV user interactions
US10592539B1 (en) 2014-07-11 2020-03-17 Twitter, Inc. Trends in a messaging platform
US10601749B1 (en) 2014-07-11 2020-03-24 Twitter, Inc. Trends in a messaging platform
KR20160012269A (en) * 2014-07-23 2016-02-03 삼성전자주식회사 Method and apparatus for providing ranking service of multimedia in a social network service system
US9721022B2 (en) * 2014-08-28 2017-08-01 International Business Machines Corporation Searching and displaying related content to a post in an activity stream
US20160117523A1 (en) * 2014-10-23 2016-04-28 Applied Research Works, Inc. System and Method for Selectively Sharing Information
US9787797B2 (en) * 2014-10-24 2017-10-10 Linkedin Corporation Organization targeted status updates
CN104408098A (en) * 2014-11-17 2015-03-11 广州睿阔信息科技有限公司 Method and system for discussing same topic in any webpage
US20160147753A1 (en) * 2014-11-20 2016-05-26 Facebook, Inc. Suggesting Content for Discovery Based on User Interests and Authorship
US10409873B2 (en) * 2014-11-26 2019-09-10 Facebook, Inc. Searching for content by key-authors on online social networks
US9864744B2 (en) 2014-12-03 2018-01-09 Facebook, Inc. Mining multi-lingual data
US10331678B2 (en) * 2014-12-05 2019-06-25 International Business Machines Corporation Sharing content based on extracted topics
CN104519057B (en) * 2014-12-12 2018-06-19 小米科技有限责任公司 Qualification giving method, qualification acquisition methods and device
US10097617B2 (en) * 2014-12-18 2018-10-09 International Business Machines Corporation Conforming distributed posts to reflect social networking web site environments and audiences
CN104575553B (en) * 2014-12-19 2017-09-15 百度时代网络技术(北京)有限公司 Produce the method and apparatus for being superimposed upon and playing the barrage on object
US9830386B2 (en) 2014-12-30 2017-11-28 Facebook, Inc. Determining trending topics in social media
US9830404B2 (en) 2014-12-30 2017-11-28 Facebook, Inc. Analyzing language dependency structures
US10067936B2 (en) 2014-12-30 2018-09-04 Facebook, Inc. Machine translation output reranking
JP6060983B2 (en) * 2015-01-30 2017-01-18 カシオ計算機株式会社 Network service system and terminal, display method and program
US9894120B2 (en) * 2015-02-06 2018-02-13 International Business Machines Corporation Partial likes of social media content
US10997257B2 (en) * 2015-02-06 2021-05-04 Facebook, Inc. Aggregating news events on online social networks
US9477652B2 (en) 2015-02-13 2016-10-25 Facebook, Inc. Machine learning dialect identification
US10374987B2 (en) * 2015-03-11 2019-08-06 Salesforce.Com, Inc. Electronic notifications of users concurrently interacting with the same feed item of a social network feed
CN104699814A (en) * 2015-03-24 2015-06-10 清华大学 Searching method and system of hot spot information
US10009308B2 (en) * 2015-04-24 2018-06-26 International Business Machines Corporation Social content features based on user tracking
US9467718B1 (en) 2015-05-06 2016-10-11 Echostar Broadcasting Corporation Apparatus, systems and methods for a content commentary community
US10025771B2 (en) * 2015-05-07 2018-07-17 Here Global B.V. Method and apparatus for providing shared annotations and recall of geospatial information
US10430039B2 (en) * 2015-06-02 2019-10-01 Facebook, Inc. Methods and systems for providing user feedback
US10298655B2 (en) * 2015-06-18 2019-05-21 Facebook, Inc. Systems and methods for providing content to verified entities
US10270772B2 (en) * 2015-06-18 2019-04-23 Facebook, Inc. Systems and methods for providing content to verified entities
EP3314903B1 (en) * 2015-06-26 2021-03-17 British Telecommunications public limited company Digital content provision
CN104994484A (en) * 2015-07-13 2015-10-21 曾琛 Personal information collection and push system and method based on time and geographic position
CN105007229B (en) * 2015-07-17 2018-02-13 上海斐讯数据通信技术有限公司 A kind of user interactive system based on router
CN105119809B (en) * 2015-08-05 2018-06-15 腾讯科技(深圳)有限公司 dynamic information display method and device
KR101712570B1 (en) 2015-08-19 2017-03-06 라인 가부시키가이샤 Apparatus, method and computer program for providing contents sharing service
US9792457B2 (en) 2015-09-14 2017-10-17 Facebook, Inc. Systems and methods for trigger-based modification of privacy settings associated with posts
US10459914B2 (en) * 2015-09-18 2019-10-29 Facebook, Inc. Detecting key topics on online social networks
US9330138B1 (en) 2015-09-18 2016-05-03 Linkedin Corporation Translating queries into graph queries using primitives
US9535963B1 (en) 2015-09-18 2017-01-03 Linkedin Corporation Graph-based queries
US9734142B2 (en) 2015-09-22 2017-08-15 Facebook, Inc. Universal translation
US9514247B1 (en) * 2015-10-28 2016-12-06 Linkedin Corporation Message passing in a distributed graph database
US10691473B2 (en) 2015-11-06 2020-06-23 Apple Inc. Intelligent automated assistant in a messaging environment
GB201520736D0 (en) * 2015-11-24 2016-01-06 Ibm Dynamically linking information in a network
US10133738B2 (en) 2015-12-14 2018-11-20 Facebook, Inc. Translation confidence scores
US9734143B2 (en) 2015-12-17 2017-08-15 Facebook, Inc. Multi-media context language processing
US10783150B2 (en) * 2015-12-28 2020-09-22 Facebook, Inc. Systems and methods for social network post audience prediction and selection
US9805029B2 (en) 2015-12-28 2017-10-31 Facebook, Inc. Predicting future translations
US9747283B2 (en) 2015-12-28 2017-08-29 Facebook, Inc. Predicting future translations
US10002125B2 (en) * 2015-12-28 2018-06-19 Facebook, Inc. Language model personalization
US10705721B2 (en) * 2016-01-21 2020-07-07 Samsung Electronics Co., Ltd. Method and system for providing topic view in electronic device
US10268689B2 (en) 2016-01-28 2019-04-23 DISH Technologies L.L.C. Providing media content based on user state detection
US10776885B2 (en) 2016-02-12 2020-09-15 Fujitsu Limited Mutually reinforcing ranking of social media accounts and contents
US10180992B2 (en) 2016-03-01 2019-01-15 Microsoft Technology Licensing, Llc Atomic updating of graph database index structures
US10572558B2 (en) 2016-03-07 2020-02-25 At&T Intellectual Property I, L.P. Method and system for providing expertise collaboration
US20170262279A1 (en) * 2016-03-12 2017-09-14 Wipro Limited Methods and systems for developing user customizable web application frameworks
US10216859B2 (en) * 2016-03-22 2019-02-26 Facebook, Inc. Handling user interface components
US10984036B2 (en) 2016-05-03 2021-04-20 DISH Technologies L.L.C. Providing media content based on media element preferences
JP6161855B1 (en) * 2016-06-16 2017-07-12 楽天株式会社 Server apparatus, service method, program, and non-transitory computer-readable information recording medium
US10277663B1 (en) 2016-06-24 2019-04-30 Amazon Technologies, Inc. Management of asynchronous media file transmissions
US10628462B2 (en) * 2016-06-27 2020-04-21 Microsoft Technology Licensing, Llc Propagating a status among related events
US11132716B2 (en) * 2016-06-28 2021-09-28 Gavin Washington Brown System and method for promoting a talent of a user via a wireless network of mobile client devices
US10728291B1 (en) 2016-06-29 2020-07-28 Amazon Technologies, Inc. Persistent duplex connections and communication protocol for content distribution
US10783151B1 (en) 2016-06-29 2020-09-22 Amazon Technologies, Inc. Popularity-based content feed management system
US10902215B1 (en) 2016-06-30 2021-01-26 Facebook, Inc. Social hash for language models
US10902221B1 (en) 2016-06-30 2021-01-26 Facebook, Inc. Social hash for language models
WO2018020495A1 (en) * 2016-07-27 2018-02-01 Epistema Ltd. Computerized environment for human expert analysts
US10839004B2 (en) 2016-09-07 2020-11-17 International Business Machines Corporation Approval between portions of content in digital items
US10643247B2 (en) * 2016-09-09 2020-05-05 Verb Technology Company, Inc. Systems and methods for generating a custom campaign
AU2017328976B2 (en) 2016-09-16 2020-02-20 Ebay Inc. Social network initiated listings
US10387568B1 (en) * 2016-09-19 2019-08-20 Amazon Technologies, Inc. Extracting keywords from a document
US10789295B2 (en) 2016-09-28 2020-09-29 Microsoft Technology Licensing, Llc Pattern-based searching of log-based representations of graph databases
US10841257B1 (en) * 2016-10-25 2020-11-17 Twitter, Inc. Determining engagement scores for sub-categories in a digital domain by a computing system
US10754859B2 (en) 2016-10-28 2020-08-25 Microsoft Technology Licensing, Llc Encoding edges in graph databases
US11196826B2 (en) 2016-12-23 2021-12-07 DISH Technologies L.L.C. Communications channels in media systems
US10390084B2 (en) 2016-12-23 2019-08-20 DISH Technologies L.L.C. Communications channels in media systems
US10764381B2 (en) 2016-12-23 2020-09-01 Echostar Technologies L.L.C. Communications channels in media systems
US10535106B2 (en) * 2016-12-28 2020-01-14 Facebook, Inc. Selecting user posts related to trending topics on online social networks
US10878046B2 (en) * 2017-01-11 2020-12-29 Facebook, Inc. Methods and systems for generating content for users of a social networking service
US10445321B2 (en) 2017-02-21 2019-10-15 Microsoft Technology Licensing, Llc Multi-tenant distribution of graph database caches
US11128675B2 (en) 2017-03-20 2021-09-21 At&T Intellectual Property I, L.P. Automatic ad-hoc multimedia conference generator
US20180287979A1 (en) * 2017-03-29 2018-10-04 Facebook, Inc. Systems and methods for generating content
US10019133B1 (en) * 2017-04-02 2018-07-10 Charles Russell McNeill Unified computing device interface for assembly of a plurality of types of digital content for transmission to a plurality of target destinations
DK201770428A1 (en) 2017-05-12 2019-02-18 Apple Inc. Low-latency intelligent automated assistant
US10671671B2 (en) 2017-06-09 2020-06-02 Microsoft Technology Licensing, Llc Supporting tuples in log-based representations of graph databases
CN107688596B (en) * 2017-06-09 2020-02-21 平安科技(深圳)有限公司 Burst topic detection method and burst topic detection equipment
US10445370B2 (en) 2017-06-09 2019-10-15 Microsoft Technology Licensing, Llc Compound indexes for graph databases
US11163957B2 (en) * 2017-06-29 2021-11-02 International Business Machines Corporation Performing semantic graph search
US10628492B2 (en) 2017-07-20 2020-04-21 Microsoft Technology Licensing, Llc Distributed graph database writes
US11222079B1 (en) * 2017-09-22 2022-01-11 State Farm Mutual Automobile Insurance Company Systems and methods for visualizing posting data and facilitating posting communications
US10387516B2 (en) * 2017-09-29 2019-08-20 Facebook, Inc. Selecting content with an external link for presentation based on user interaction with external content
US10380249B2 (en) 2017-10-02 2019-08-13 Facebook, Inc. Predicting future trending topics
WO2019108702A1 (en) * 2017-11-29 2019-06-06 Snap Inc. Graphic rendering for electronic messaging applications
AU2018271424A1 (en) * 2017-12-13 2019-06-27 Playable Pty Ltd System and Method for Algorithmic Editing of Video Content
CN110298527B (en) * 2018-03-23 2023-05-30 阿里巴巴集团控股有限公司 Information output method, system and equipment
US10983997B2 (en) 2018-03-28 2021-04-20 Microsoft Technology Licensing, Llc Path query evaluation in graph databases
US10970471B2 (en) * 2018-04-23 2021-04-06 International Business Machines Corporation Phased collaborative editing
US10928918B2 (en) 2018-05-07 2021-02-23 Apple Inc. Raise to speak
SE542922C2 (en) 2018-05-24 2020-09-15 Lindholm C/O Intrasenze License Ab Andreas Method for providing a safety alert in a safety-oriented and location-based social network and user equipment for connecting with such a network
DK180639B1 (en) 2018-06-01 2021-11-04 Apple Inc DISABILITY OF ATTENTION-ATTENTIVE VIRTUAL ASSISTANT
US11244013B2 (en) * 2018-06-01 2022-02-08 International Business Machines Corporation Tracking the evolution of topic rankings from contextual data
US11269940B1 (en) * 2018-08-31 2022-03-08 Twitter, Inc. Related content searching
US11462215B2 (en) 2018-09-28 2022-10-04 Apple Inc. Multi-modal inputs for voice commands
US11037550B2 (en) 2018-11-30 2021-06-15 Dish Network L.L.C. Audio-based link generation
US11348573B2 (en) 2019-03-18 2022-05-31 Apple Inc. Multimodality in digital assistant systems
US11150782B1 (en) 2019-03-19 2021-10-19 Facebook, Inc. Channel navigation overviews
US11567986B1 (en) 2019-03-19 2023-01-31 Meta Platforms, Inc. Multi-level navigation for media content
USD938482S1 (en) 2019-03-20 2021-12-14 Facebook, Inc. Display screen with an animated graphical user interface
US10868788B1 (en) 2019-03-20 2020-12-15 Facebook, Inc. Systems and methods for generating digital channel content
USD943625S1 (en) 2019-03-20 2022-02-15 Facebook, Inc. Display screen with an animated graphical user interface
US11308176B1 (en) 2019-03-20 2022-04-19 Meta Platforms, Inc. Systems and methods for digital channel transitions
USD933696S1 (en) 2019-03-22 2021-10-19 Facebook, Inc. Display screen with an animated graphical user interface
USD949907S1 (en) 2019-03-22 2022-04-26 Meta Platforms, Inc. Display screen with an animated graphical user interface
USD943616S1 (en) 2019-03-22 2022-02-15 Facebook, Inc. Display screen with an animated graphical user interface
US20230334103A1 (en) * 2019-03-22 2023-10-19 Meta Platforms, Inc. Systems and methods for ranking channel content
USD937889S1 (en) 2019-03-22 2021-12-07 Facebook, Inc. Display screen with an animated graphical user interface
USD944827S1 (en) 2019-03-26 2022-03-01 Facebook, Inc. Display device with graphical user interface
USD944828S1 (en) 2019-03-26 2022-03-01 Facebook, Inc. Display device with graphical user interface
USD934287S1 (en) 2019-03-26 2021-10-26 Facebook, Inc. Display device with graphical user interface
USD944848S1 (en) 2019-03-26 2022-03-01 Facebook, Inc. Display device with graphical user interface
US11307752B2 (en) 2019-05-06 2022-04-19 Apple Inc. User configurable task triggers
US11388132B1 (en) * 2019-05-29 2022-07-12 Meta Platforms, Inc. Automated social media replies
US11227599B2 (en) 2019-06-01 2022-01-18 Apple Inc. Methods and user interfaces for voice-based control of electronic devices
US11567995B2 (en) 2019-07-26 2023-01-31 Microsoft Technology Licensing, Llc Branch threading in graph databases
US11113267B2 (en) 2019-09-30 2021-09-07 Microsoft Technology Licensing, Llc Enforcing path consistency in graph database path query evaluation
CN111353297B (en) * 2020-02-29 2023-12-29 北京工业大学 Biomedical literature topic extraction method based on field topic interaction density
US11061543B1 (en) 2020-05-11 2021-07-13 Apple Inc. Providing relevant data items based on context
US11490204B2 (en) 2020-07-20 2022-11-01 Apple Inc. Multi-device audio adjustment coordination
US11438683B2 (en) 2020-07-21 2022-09-06 Apple Inc. User identification using headphones
USD938451S1 (en) 2020-08-31 2021-12-14 Facebook, Inc. Display screen with a graphical user interface
USD938450S1 (en) 2020-08-31 2021-12-14 Facebook, Inc. Display screen with a graphical user interface
USD938449S1 (en) 2020-08-31 2021-12-14 Facebook, Inc. Display screen with a graphical user interface
US11188215B1 (en) 2020-08-31 2021-11-30 Facebook, Inc. Systems and methods for prioritizing digital user content within a graphical user interface
USD938448S1 (en) 2020-08-31 2021-12-14 Facebook, Inc. Display screen with a graphical user interface
US11347388B1 (en) 2020-08-31 2022-05-31 Meta Platforms, Inc. Systems and methods for digital content navigation based on directional input
USD938447S1 (en) 2020-08-31 2021-12-14 Facebook, Inc. Display screen with a graphical user interface
CN112214706A (en) * 2020-09-27 2021-01-12 北京字节跳动网络技术有限公司 Information publishing method and device, electronic equipment and storage medium
CN112800287B (en) * 2021-04-15 2021-07-09 杭州欧若数网科技有限公司 Full-text indexing method and system based on graph database
US20230206597A1 (en) * 2021-12-28 2023-06-29 Smart Ocholi Facilitating comparing (then, now, compare - thencomp) photo and / or video for viewing and sharing outcome / provide information

Family Cites Families (36)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2002183370A (en) 2000-05-31 2002-06-28 Computer Consulting:Kk Method and device for collecting taste information
JP3670234B2 (en) * 2001-11-02 2005-07-13 株式会社エヌ・ティ・ティ・データ Information distribution server and information distribution method
JP2004178072A (en) * 2002-11-25 2004-06-24 Oki Electric Ind Co Ltd Update report method and device of web page
JP3900286B2 (en) * 2003-04-15 2007-04-04 日本電気株式会社 Article distribution method and server
US7707122B2 (en) * 2004-01-29 2010-04-27 Yahoo ! Inc. System and method of information filtering using measures of affinity of a relationship
JP2006107385A (en) * 2004-10-08 2006-04-20 Nippon Telegr & Teleph Corp <Ntt> Contributed article extraction method, device, and program
WO2006044939A2 (en) * 2004-10-19 2006-04-27 Rosen James S System and method for location based social networking
JP4185059B2 (en) * 2005-02-18 2008-11-19 大日本印刷株式会社 Trend prediction apparatus and trend prediction method
WO2007005463A2 (en) 2005-06-29 2007-01-11 S.M.A.R.T. Link Medical, Inc. Collections of linked databases
US7783592B2 (en) 2006-01-10 2010-08-24 Aol Inc. Indicating recent content publication activity by a user
JP5092252B2 (en) * 2006-02-27 2012-12-05 大日本印刷株式会社 Trend analysis server and trend analysis method
JP4801469B2 (en) * 2006-03-02 2011-10-26 株式会社野村総合研究所 Post processing device
JP2007265282A (en) 2006-03-29 2007-10-11 Nec Corp Information retrieval system, terminal, server, program and recording medium
JP2007334502A (en) 2006-06-13 2007-12-27 Fujifilm Corp Retrieving device, method, and program
JP4705545B2 (en) * 2006-09-29 2011-06-22 株式会社野村総合研究所 Post processing device
US8229910B2 (en) * 2007-03-05 2012-07-24 International Business Machines Corporation Apparatus, system, and method for an inline display of related blog postings
JP2008257457A (en) 2007-04-04 2008-10-23 Fujifilm Corp Method of notifying message posted in communication site
US8055664B2 (en) 2007-05-01 2011-11-08 Google Inc. Inferring user interests
CA2696945C (en) * 2007-09-07 2014-12-02 Facebook, Inc. Dynamically updating privacy settings in a social network
JP2009070156A (en) 2007-09-13 2009-04-02 Ntt Docomo Inc Information retrieval system and information retrieval method
US9195752B2 (en) * 2007-12-20 2015-11-24 Yahoo! Inc. Recommendation system using social behavior analysis and vocabulary taxonomies
JP2011516938A (en) 2008-02-22 2011-05-26 ソーシャルレップ・エルエルシー Systems and methods for measuring and managing distributed online conversations
JP5231084B2 (en) 2008-05-20 2013-07-10 株式会社オックスプランニング Electronic advertisement distribution system and method
KR20100018674A (en) 2008-08-07 2010-02-18 (주)나모인터랙티브 System and method for providing blog portal
US20100036934A1 (en) * 2008-08-07 2010-02-11 Bruster Anthony K Network Based Community and Contest System and Method for Same
JP5068728B2 (en) 2008-11-06 2012-11-07 ヤフー株式会社 Related blog presentation device, method and program
KR101067116B1 (en) 2008-11-12 2011-09-22 엔에이치엔(주) Method and system for extration blog community
US7974983B2 (en) 2008-11-13 2011-07-05 Buzzient, Inc. Website network and advertisement analysis using analytic measurement of online social media content
US8239397B2 (en) * 2009-01-27 2012-08-07 Palo Alto Research Center Incorporated System and method for managing user attention by detecting hot and cold topics in social indexes
US8539359B2 (en) * 2009-02-11 2013-09-17 Jeffrey A. Rapaport Social network driven indexing system for instantly clustering people with concurrent focus on same topic into on-topic chat rooms and/or for generating on-topic search results tailored to user preferences regarding topic
JP2010198350A (en) * 2009-02-25 2010-09-09 Nippon Telegr & Teleph Corp <Ntt> Retrieval apparatus and retrieval method
US20110072047A1 (en) * 2009-09-21 2011-03-24 Microsoft Corporation Interest Learning from an Image Collection for Advertising
CN101763401B (en) 2009-12-30 2012-05-30 暨南大学 Network public sentiment hotspot prediction and analysis method
US20110264737A1 (en) * 2010-04-23 2011-10-27 James Skinner Systems and Methods for Defining User Relationships in a Social Networking Environment
US20110320715A1 (en) * 2010-06-23 2011-12-29 Microsoft Corporation Identifying trending content items using content item histograms
US8554756B2 (en) * 2010-06-25 2013-10-08 Microsoft Corporation Integrating social network data with search results

Also Published As

Publication number Publication date
EP2589013A4 (en) 2015-09-02
US20120005224A1 (en) 2012-01-05
AU2011271453B2 (en) 2015-02-19
US9866515B2 (en) 2018-01-09
US20160337307A1 (en) 2016-11-17
CN102971762A (en) 2013-03-13
CA2798942A1 (en) 2012-01-05
JP2017079068A (en) 2017-04-27
US9432327B2 (en) 2016-08-30
AU2011271453A1 (en) 2012-11-29
EP2589013A2 (en) 2013-05-08
JP6030552B2 (en) 2016-11-24
US9177346B2 (en) 2015-11-03
CN102971762B (en) 2016-11-23
WO2012003255A3 (en) 2012-04-12
EP2589013B1 (en) 2019-05-29
JP2013539568A (en) 2013-10-24
JP6250768B2 (en) 2017-12-20
WO2012003255A2 (en) 2012-01-05
AU2011271453C1 (en) 2015-09-17
CN107103019B (en) 2021-01-05
BR112012033691A2 (en) 2016-12-06
ZA201208674B (en) 2014-03-26
CN107103019A (en) 2017-08-29
US20150381556A1 (en) 2015-12-31

Similar Documents

Publication Publication Date Title
US9866515B2 (en) Facilitating interaction among users of a social network
AU2012326599B2 (en) Ranking objects by social relevance
US10430425B2 (en) Generating suggested queries based on social graph information
US10331748B2 (en) Dynamically generating recommendations based on social graph information
US8572129B1 (en) Automatically generating nodes and edges in an integrated social graph
US8244848B1 (en) Integrated social network environment

Legal Events

Date Code Title Description
EEER Examination request

Effective date: 20150703

MKLA Lapsed

Effective date: 20220301

MKLA Lapsed

Effective date: 20200831