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A skills detector system is provided with an on-line social network system. The skills detector system is configured to determine which skills are referenced in an electronic presentation and generate respective importance scores of the determined skills as related to the presentation. Respective importance scores of the determined skills as... Linkedln Corporation
Term set expansion using textual segments
This disclosure relates to systems and methods for increasing member engagement at an online social network. In one example, a method includes receiving user input that includes an incomplete sequence of terms, retrieving two or more suggestions to expand the sequence of terms, converting, for each of the suggestions, the... Linkedln Corporation
Outlier detection based on distribution fitness
In an example, a submission of a confidential data value of a first confidential data type is received from a first user with one or more attributes. A plurality of previously submitted confidential data values of a first confidential data type for a cohort matching the one or more attributes... Linkedln Corporation
Techniques for targeting endorsement requests
Techniques for suggesting to a first member an endorsement of a skill possessed by a second member are described. In an example, disclosed is a system that accesses a plurality of skills associated with members from a member database, and accesses a reputation score for each skill of each member... Linkedln Corporation
Skill-based ranking of electronic courses
A course relevance evaluator is provided with an on-line social network system. The course relevance evaluator generates a model for predicting importance of an electronic course for imparting a certain skill. The model takes, as input, features related to the content and metadata of a given electronic course together with... Linkedln Corporation
Ranking courses for a presentation
A course recommendation system is provided with an on-line social network system. The course recommendation system accesses a target section in an electronic presentation, selects electronic courses that have been identified as associated with one or more skills discussed in the target section and uses an inverted index of skills-to-course... Linkedln Corporation
In an example embodiment, one or more query terms are obtained. For each of the one or more query terms, a standardized entity taxonomy is searched to locate a standardized entity that most closely matches the query term. A confidence score is calculated for the query term-standardized entity pair for... Linkedln Corporation
Prioritizing people search results
A search engine optimization system is provided with an on-line social network system. The on-line social network system includes or is in communication with a search engine optimization (SEO) system that is configured to prioritize people search results based on respective priority scores of the associated keywords used as search... Linkedln Corporation
Intelligent candidate generation for large-scale link recommendation
A system, a machine-readable storage medium storing instructions, and a computer-implemented method are described herein are directed to a Candidate Engine. The Candidate Engine generates a key(s) based on respective shared attributes between first profile data of a first member account and second profile data of a second member account... Linkedln Corporation
Content generation and targeting using machine learning
A system and method for content generation and targeting using machine learning are provided. In example embodiments, a probability that a user will visit a webpage based on historical data is calculated. A probability that the user will engage with a particular content category based on past user engagement is... Linkedln Corporation
Prioritizing companies for people search
A search engine optimization system is provided with an on-line social network system. The on-line social network system includes or is in communication with a search engine optimization (SEO) system that is configured to prioritize company keywords (potential search terms) that represent respective people search results pages (PSERPs). The value... Linkedln Corporation
Correlating members with clusters of online course content
System and methods for correlating members with clusters of online course content are disclosed. A server system accessing a plurality of course records associated with a plurality of courses from a database. The server system identifies, for each particular course in the plurality of courses, a list of members of... Linkedln Corporation
Title extraction using natural language processing
Methods, systems, and computer programs are presented for selecting a title for a post of a social network. A method includes operations for identifying a word weight for each word in a corpus based on the relevance of each word, receiving a document that includes several sentences, and assigning to... Linkedln Corporation
A system and method for automatic topic tagging are provided. In example embodiments, input content is received, the content includes a plurality of terms. Term vectors are generated from the plurality of terms. Candidate topics are identified to assigned to the plurality of terms. Topics are assigned to the received... Linkedln Corporation
Navigating with a camera device
A navigation system and method are described. A destination may be determined for a user. A starting location may be determined for the user using data obtained via a mobile device of the user. The user may be enabled to establish a route from the starting location to the destination... Linkedln Corporation
Correlating anomalies in operational metrics with software deployments
A machine may be configured to determine correlations between anomalies in operational metrics and software deployments. For example, the machine, based on an anomaly pertaining to the running of the service, accesses an operational metric associated with a service running on a social networking service (SNS). The machine generates, based... Linkedln Corporation
Techniques for presenting a contextual contact list
Described herein is a contextual contact recommendation or suggestion service and system. The service, which, in some embodiments, is integrated with a social networking service and/or an instant messaging service, takes as input a first parameter that identifies a member of the social networking service, and a second parameter that... Linkedln Corporation
Identifying members that increase engagement
This disclosure relates to systems and methods for identifying members that increase engagement at an online social network. In one example, a method includes retrieving network connectivity and member interaction data for members of an online social networking service that includes a plurality of explicit social networks, building statistical correlations... Linkedln Corporation
Rerouting to an intermediate landing page
A system and method for intermediate landing page rerouting are provided. In example embodiments, determine whether a webpage associated with a hyperlink has corresponding social network activities. Extract content from the webpage determined to have corresponding social network activities. In response to a selection of the hyperlink, reroute a web... Linkedln Corporation
Deriving multi-level seniority of social network members
An online social networking system receives an unstructured job title record from a profile of a member or a job posting. The system extracts a raw job title from the unstructured job title record, and extracts a first seniority level from the raw job title. The first seniority level is... Linkedln Corporation
Modifying graphical elements based on environment
This disclosure relates to systems and methods for modifying graphical element according to an environment. In one example, a method includes receiving inputs from one or more environmental detectors that indicate an environment, receiving identification of one or more graphical elements at a graphical user interface, and modifying the identified... Linkedln Corporation
A system, a machine-readable storage medium storing instructions, and a computer-implemented method are described herein are directed to a Message Diet Engine that generates a pool of messages for a plurality member accounts of a social network service. Each message being of a respective message type from a plurality of... Linkedln Corporation
Context-aware map from entities to canonical forms
A system, a machine-readable storage medium storing instructions, and a computer-implemented method are described herein are directed to a Mapping Engine that selects a candidate job title(s) from a portion of a job title taxonomy that corresponds with a job title(s) in profile data of a target member account of... Linkedln Corporation
Matching requests-for-proposals with service providers
A system, a machine-readable storage medium storing instructions, and a computer-implemented method are described herein for a Prediction Engine for identifying service provider account(s) in a social network service based in part on request data representative of a request, from a target consumer account in the social network service, for... Linkedln Corporation
Segmentation of professional network update data
Users belonging to a particular category at a networking site are monitored by a system and according to a method for their selection of articles from a networking update stream. The characteristics of the users, including the categories they belong to, are received as metadata corresponding to the each respective... Linkedln Corporation
Advertising recommendations using performance metrics
This disclosure relates to systems and methods for generating an advertising recommendation. In one example, a method includes determining a statistical performance level threshold for a plurality of advertising entities advertising, identifying one of the advertising entities that fails to meet the statistical performance level threshold, determining a variance associated... Linkedln Corporation
Partitioning a limited resource amongst keywords
An on-line social network system includes or is in communication with a search engine optimization (SEO) system that is configured to partition a number of available links from authoritative web pages to Job Search Results Rages (JSERPs) in a way that maximizes gain expressed by a predetermined metric, such as,... Linkedln Corporation
Changeover from one neural network to another neural network
In an example embodiment, for each of one or more input documents: a first value is determined for the first metric for a first transformation of the input document by passing the first transformation to s first Deep Convolutional Neural Network (DCNN), a second transformation of the input document is... Linkedln Corporation
Training a neural network using another neural network
In an example embodiment, a first DCNN is trained to output a value for a first metric by inputting a plurality of sample documents to the first DCNN, with each of the sample documents having been labeled with a value for the first metric. Then a plurality of possible transformations... Linkedln Corporation
Query building for search by ideal candidates
In an example embodiment, one or more specified ideal candidates are used to perform a search in a database. One or more attributes are extracted from one or more ideal candidate member profiles. A search query is then generated based on the extracted one or more attributes. Then, a search... Linkedln Corporation
Automatic relevance-based information inclusion in electronic communication
A system and method includes receiving, with a processor, an electronic communication from a user device associated with a sender of the electronic communication, the electronic communication being directed to a recipient member of an online social networking system. An entity is determined with which the sender is associated. Relevance... Linkedln Corporation
Determining viewer affinity for articles in a heterogeneous content feed
The present disclosure describes various embodiments of methods, systems, and machine-readable mediums which help determine a user's likely affinity for an article presented (or to be presented) in a heterogeneous feed of a social network.... Linkedln Corporation
Entity based search retrieval and ranking
In an example embodiment, one or more query terms are obtained. Then, for each of the one or more query terms, a standardized entity taxonomy is searched to locate a standardized entity that most closely matches the query term, with the standardized entity taxonomy comprising an entity identification for each... Linkedln Corporation
Publisher for generating a profile timeline
Techniques for publishing a profile timeline of a member are described.. publisher receives, from a device of a viewer, a request to view a profile page of a member of an online social network. The publisher accesses employment data of the member having a first job associated with a first... Linkedln Corporation
Methods and systems for selecting candidate content for insertion into a content presentation to generate tailored user interface screens are described. According to various embodiments, the system receives a set of publication data including a plurality of content pages with content elements. The system determines a set of content divisions... Linkedln Corporation
Techniques for searching for future candidates are disclosed herein. In some example embodiments, a future candidate system determines one or more target candidate attributes based on user input, and identifies one or more precedent candidate attributes based on a sequential relationship between the one or more precedent candidate attributes and... Linkedln Corporation
This disclosure is directed to monitoring events generated by a social networking service and determining whether the generated events signify a company milestone for an organizational member. The events may be generated by members of the social networking service or by external websites being monitored by the social networking service.... Linkedln Corporation
In various example embodiments, a system and method for generating and routing notifications of content extracted from emails are presented. A member's interest in a specific email among a set of emails are determined based on a relevance score. Content from the specific email are extracted, the content being identified... Linkedln Corporation
Techniques are provided for determining a propensity or likelihood that a person in a social network will perform a particular action. A statistical model that is trained based on multiple features of each member in a first plurality of members of a social network is stored. The multiple features include... Linkedln Corporation
In an example embodiment, a solution is provided that synchronizes data from a lower-dimensionality projection of a high-dimensionality database with another high-dimensionality database in a manner that recreates information lost during the projection process as well as generates new high-dimensionality information from the lower dimensionality project. This allows, for example,... Linkedln Corporation
In an example embodiment, a deep convolutional neural network (DCNN) is created to assign a professionalism score to an input image. The professionalism score indicates a perceived professionalism of a subject of the input image. The DCNN is designed to automatically learn features of images relevant to the professionalism through... Linkedln Corporation
In an example embodiment, a solution that automatically assigns one or more industries to a company in a job posting is provided using a machine learning algorithm. In a training phase, sample computerized job postings having labeled industries are fed into a machine learning algorithm to generate a raw industry... Linkedln Corporation
In an example embodiment, an image transformation is automatically performed on a digital image to improve perceived professionalism of a subject of the image. A machine learning algorithm is utilized to generate a professionalism score for the digital image, the utilizing a machine learning algorithm comprising: a training mode where... Linkedln Corporation
Aspects of the present disclosure relate to releasing content interaction statistics while preserving privacy. A server receives a request for statistics about user interaction with content items. The server accesses, in response to the request for statistics, a user-content interaction log that stores data representing interactions of users with content... Linkedln Corporation
This disclosure provides for a client-server paradigm where a server identifies a layout for a requested webpage from one or more header parameter values obtained from the initial request for the webpage from a client. The server obtains local and remote measures from the one or more header parameter values.... Linkedln Corporation
A machine may be configured to determining key concepts in documents. For example, the machine accesses a universal concept graph that includes a first set of nodes that represent concept phrases derived from internal documents associated with a social networking service (SNS) and external documents that are external to the... Linkedln Corporation
An online social networking system receives a job search query from a member, and retrieves job postings from a database. The system applies a first scoring model to the retrieved job postings, thereby generating a first coarse ranking of the retrieved job postings. The system then identifies a top percentage... Linkedln Corporation
A system, a machine-readable storage medium storing instructions, and a computer-implemented method as described herein are directed to an Event Network Engine. The Event Network Engine determines a presence of a target member account of a social networking service within a threshold distance from a physical location during an event... Linkedln Corporation
In an example embodiment, a solution that creates a questionnaire mapping record for questions in a computerized document is utilized to map questions in the computerized document to normalized questions. Where necessary, normalized questions can be automatically created and included in the questionnaire mapping record. Handing strategy rules may also... Linkedln Corporation
System and methods for calculating member quality are disclosed. A social networking system, for a respective member in a plurality of members, retrieves a member profile associated with the respective member from the member profile data. The social networking system generates a member quality score for the respective member. Based... Linkedln Corporation
A system filters profiles of an online business network as a function of recent college graduates who have recently become employed in first employment positions, and identifies codes associated with the first employment positions. The system filters job listings using the identified codes to identify job listings that are closed... Linkedln Corporation
A machine may be configured to generate a universal concept graph. For example, the machine generates an internal set of concept phrases based on an internal dataset including content from internal documents associated with a social networking service (SNS). The machine generates an external set of concept phrases based on... Linkedln Corporation
Methods and systems for developing a behavioral index model are described. According to various embodiments, the system accesses a set of behavioral data stored in association with a set of member profiles. The system generates a set of training data from the set of behavioral data and generates a set... Linkedln Corporation
Disclosed in some examples are systems, methods, and machine readable mediums which allow for the automatic creation of a skills hierarchy. The skills hierarchy comprises an organization of a standardized list of skills into a hierarchy that describes category relationships between the skills in the hierarchy. The category relationships may... Linkedln Corporation
System and methods for determining course need based on member data are disclosed. For a respective skill in a list of skills, a server system determines a member interest score in the respective skill. The server system then determines an employer interest score in the respective skill. The server system... Linkedln Corporation
This disclosure is directed to a social networking server that includes different engines and databases to support the generation of visually meaningful electronic presentations that present member-provided data in one or more graphical and understandable charts and graphs. An electronic presentation includes one or more electronic documents where various ones... Linkedln Corporation
Systems and methods for pairing electronic devices are provided. In an example embodiment, first motion capture data corresponding to a physical user motion is received from a first device. Second motion capture data corresponding to the physical user motion is received from a second device. Features are extracted from the... Linkedln Corporation
In an example embodiment, usage information is used to calculate one or more individual document historical information-deficient metrics (IDHIDMs) by combining values for the one or more metrics from multiple documents within the document corpus that share an identical combination of entities of the one or more entity types. A... Linkedln Corporation
In order to acquire content about an event, a collection group of users of a social network may be dynamically identified. This collection group of users may be relevant to and/or proximate to the event. For example, the collection group of users may be identified based on their user or... Linkedln Corporation
Methods, systems, and products adapt recommender systems with pairwise feedback. A pairwise question is posed to a user. A response is received that selects a preference for a pair of items in the pairwise question. A latent factor model is adapted to incorporate the response, and an item is recommended... Linkedln Corporation
A first user of a presentation machine may be a recruiter that initiates an action in reference to a first user profile. The first user profile may describe a first candidate for a job. The presentation machine may identify the first user profile and determine a similarity score that indicates... Linkedln Corporation
Disclosed in some examples is a method comprising determining a first set of high ranking skills, the first set containing skills possessed by a member of the social networking service based upon the member's user profile; determining a second set of high ranking skills, the second set containing skills for... Linkedln Corporation
This disclosure relates to systems and methods for modifying icon pixels using a badge algorithm. In one example, a method includes receiving an indicator that media content is available, the indicator identifying a badge algorithm among a plurality of badge algorithms; rendering icon pixels to a graphics memory; executing the... Linkedln Corporation
System and methods for generating personalized skill and learning recommendation are disclosed. A social networking system determines a list of skills not yet acquired by a first member. The social networking system determines a value associated with each skill. The social networking system selects one or more skills the list... Linkedln Corporation
A system and method for determining likely co-workers for a particular job listing is disclosed. The social networking system receives a request for a particular job listing from a client system associated with a first member of a social networking system. The social networking system determines one or more likely... Linkedln Corporation
This disclosure relates to systems and methods for recommending qualifications for an available position. In one example, a method includes receiving user input that identifies an available position, generating a set of qualifications for the available position by determining qualifications that are included in one or more user profiles at... Linkedln Corporation
A system may include a database configured with individual partitions, one of the partitions corresponding to a sponsored content campaign of a social network. The system may further include multiple servers each communicatively coupled to the database, and each configured to implement a campaign having a campaign termination criterion. Each... Linkedln Corporation
This disclosure relates to systems and methods for expanding a social network. A method includes retrieving contact lists from a plurality of devices, generating a list of associations between identifiers in a first communication channel and identifiers in a second communication channel, removing, from the list of associations, one or... Linkedln Corporation
A machine may be configured to generate recruitment leads based on targeted content. For example, the machine causes a presentation of an item of digital media in a user interface of a first device associated with a member of a social networking service. The member may be targeted for the... Linkedln Corporation
A search engine optimization system is provided with an on-line social network system. The on-line social network system includes or is in communication with a search engine optimization (SEO) system that is configured to prioritize search terms (potential search terms) representing companies, based on their respective predicted value to users.... Linkedln Corporation
A search engine optimization system is provided with an on-line social network system. The on-line social network system includes or is in communication with a search engine optimization (SEO) system that is configured to prioritize search terms (potential search terms) representing geographic locations, based on their respective predicted value to... Linkedln Corporation
A method of making it easier for users to interact with each other via a social networking system is disclosed. It is detected that a first user of a social networking system performed an action with respect to a second user of the social networking system. It is interpreted that... Linkedln Corporation
This disclosure relates to systems and methods for expanding a social network. A method includes generating respective social graphs for two or more entities, calculating one or more social metrics for each of the two or more entities using the respective social graphs, retrieving one or more performance metrics for... Linkedln Corporation
System and techniques for activity sensing online preference assay are described herein. An initial indication of an online activity preference for a member of a social network service may be obtained. A plurality of member activities corresponding with the online activity preference for a period of time subsequent to obtaining... Linkedln Corporation
A communication server, computer-readable storage medium and computer-implemented method for executing commands embedded in messages are provided. The method may include detecting user input of a special character while a user is composing a message and in response to detecting the user input of the special character, presenting a selectable... Linkedln Corporation
System and techniques for autonomously adaptive performance monitoring are described herein. A text input field may be presented on a graphical user interface. A flow-selector may be presented in contact with the text input field in response to receiving user input at the text input field. Here, the flow-selector includes... Linkedln Corporation
Tools (systems, apparatuses, methodologies, computer program products, etc.) for pairing electronic devices including touchscreen-enabled electronic devices, and for facilitating communication between paired electronic devices.... Linkedln Corporation
In an example embodiment, an organization name is retrieved from an organization name field of a first record. A web search is performed using the organization name, producing web search results. A second plurality of features is extracted for each web search result in the set of web search results.... Linkedln Corporation
This disclosure relates to systems and methods for managing a search engine using dynamic similarity. A method includes retrieving a query submitted to a production search engine, executing the query at a testing search engine to generate testing search results, comparing the production search results with the testing search results... Linkedln Corporation
In an example embodiment, a member profile corresponding to a member of a social networking service is obtained. Usage information for the member is then obtained, and one or more member metrics are calculated based on the member profile and usage information for the corresponding member. A plurality of features... Linkedln Corporation
Generally discussed herein are methods, systems, and apparatuses for tracking user interaction with sponsored and/or unsponsored content. A method can include receiving a tracking event packet including data fields comprising a packet identification, a tracking event identifier, a content identifier, a cost, a campaign identifier, and/or an advertiser identifier, determining... Linkedln Corporation
A computer-implemented method includes identifying a first set of members on a social network, each member of the first set of members includes a class value comprising one of a positive member and a negative member, each positive member is associated with a target offering, determining a skillset of each... Linkedln Corporation
Techniques are provided for integrating source code analysis tools with a code review tool. A user submits a code change to the code review tool and one or more code analysis tools are automatically initiated to analyze the changed code. Results of the code analysis tool(s) are automatically provided back... Linkedln Corporation
The disclosed embodiments provide a system for processing data. During operation, the system obtains validated training data containing a first set of content items and a first set of classification tags for the first set of content items. Next, the system uses the validated training data to produce a statistical... Linkedln Corporation
Disclosed in some examples are methods, systems, and machine-readable mediums which determine the flow of skills from one entity to another over a given time period and display those in an advanced graphical user interface display. Example entities for which skill flow may be determined may include geographical locations, companies,... Linkedln Corporation
A social network can use at least one computer processor for visually displaying performance of content on the social network. The computer processor can receive a selection of a time frame and an audience on a user interface provided to a user. The selected audience can include a plurality of... Linkedln Corporation
A machine may be configured to control servicing of data requests in a data migration system. For example, the machine receives a request to access data pertaining to a member of a Social Networking Service (SNS) from a client device. The request references a member identifier of the member. The... Linkedln Corporation
A search engine optimization system is provided with an on-line social network system. The on-line social network system includes or is in communication with a search engine optimization (SEO) system that is configured to prioritize keywords (potential search terms) based on their respective predicted contribution to the ranking of JSERPs.... Linkedln Corporation
A machine may be configured to migrate data among databases. For example, the machine determines a control signal value that indicates a migration state of a migration of member profile data associated with one or more members of a Social Networking Service (SNS) from one or more legacy databases to... Linkedln Corporation
The disclosed embodiments provide a system for processing data. During operation, the system inputs a set of features for a customer of a product into a first statistical model, wherein the set of features comprises a company segment of the customer. Next, the system uses the first statistical model to... Linkedln Corporation
A social network can visually display talent flow among companies, for example, employees that have reported to the social network leaving one company and joining another company within a specified time window. A processor can retrieve talent flow data, create a visual representation of the talent flow, and provide the... Linkedln Corporation
Generally discussed herein are methods, systems, and apparatuses for event tracking using Uniform Resource Locators (URLs) and one or more caches. A method can include determining whether an entry in any of the one or more URL caches includes a same universally unique identifier (UUID) as a received winning event... Linkedln Corporation
Methods and systems for generating tailored user interface presentations based on skills clusters and automatically modified member profiles are presented. According to various embodiments, a set of skills are accessed and a skills matrix generated. A set of co-occurrences among the set of skills are identified. A set of skills... Linkedln Corporation
In various example embodiments, a system and method for generating a proxy email address for routing messages are presented. An email directed to a user with a proxy email address assigned by the system and with no registered email address is received at a proxy email address. Whether or not... Linkedln Corporation
A system and method for dynamically scanning one or more features on a Website. The system allows detecting of stored scripting errors, where an attack or injection occurs on a page or feature that results in executing malicious code by another page or feature. The system uses stored test identities... Linkedln Corporation
Disclosed in some examples are methods, systems and machine readable medium for recommending an out-of-network communication by determining a set of potential recommended members of a social networking service based upon one or more recommendation criteria. In some examples the recommendation criteria may include: a profile similarity to a previous... Linkedln Corporation
Methods and systems of managing settings are described. According to various embodiments, a settings page corresponding to a user's settings on an online service may be caused to be displayed on a device. The settings page may comprise selectable category setting options for a setting category. The setting category may... Linkedln Corporation
This disclosure is directed to an organizational directory access client and an organizational directory server and, in particular, to an organizational directory access client that performs a local search and a network search for one or more member profiles of members of the organization. The organizational directory access client executes... Linkedln Corporation
In an example embodiment, a method is provided where information regarding a member of a social networking service and a job opening are obtained. Then information about a plurality of courses available for the member to take is obtained, the information including cost, time, and a vector including, for each... Linkedln Corporation
A social networking system receives a search query from a user, and the system identifies entities as a function of the search query. The system retrieves attributes that are associated with the user, and retrieves attributes that are associated with the entities. The system determines matches between the attributes that... Linkedln Corporation
A system and method for publisher facilitated advertisement mediation are provided. In example embodiments, a request to provide advertisement content is received from a user device. The request includes context data indicating a context of the request. In response to the request, a specification of an advertisement is assembled. A... Linkedln Corporation
This disclosure relates to systems and methods that include storing less than a threshold number of media content activity levels for media content objects at an online social networking service, identifying, using the stored media content activities, a threshold number of media content objects associated with a higher number of... Linkedln Corporation
This disclosure is directed to an organizational directory access client and an organizational directory server and, in particular, to an organizational directory access client that performs a local search and a network search for one or more member profiles of members of the organization. The organizational directory access client executes... Linkedln Corporation