Abstract: Methods, systems, and apparatuses for user engagement analysis are described herein. An analytics subsystem may use a plurality of activity data to generate a plurality of user profiles, corresponding user interest clouds for each user device of a plurality of user devices, and a first interest cloud associated with a particular client identifier. The analytics subsystem may generate a second interest cloud associated based on a subset of a plurality of media assets associated with a threshold quantity of engagements. The analytics subsystem may determine a plurality of clusters of the plurality of media assets and may generate a content interest cloud for each of the plurality of clusters.

Abstract: Systems methods and devices are provided for a presentation including a communications console with component aggregation. In one potential implementation, a computing device with an application framework receives a communication manager object via a network connectivity device and executes the communication manager object within the application framework. The computing device may then receive and execute communications components and a presentation components within the application framework using the communication manager object. The communication manager object may then manages interface and display of the presentation information via the application framework, as modified by communication components.

Abstract: Computer-implemented methods, computing systems, apparatuses, and computer-program products for content presentation and distribution are described herein. A distribution platform may comprise a system of computing devices, server devices, software, etc., that is configured to present media assets at user devices. The media assets may be presented at the user devices via a client application associated with the distribution platform. User activity data associated with each instance of the client application at each of the user devices may be monitored. The user activity data may be indicative of one or more user interactions with the media assets at each of the user devices. The user activity data may be used by the distribution system to provide a number of services.

Abstract: Methods, systems, and apparatuses for content recommendations based on user activity data are described herein. An analytics subsystem may receive first activity data. The first activity may be indicative of a plurality of first engagements with a first plurality of media assets. At least one machine learning model may be configured to receive an input of activity data, such as the first activity data, and to determine at least one content recommendation on that basis. The at least one content recommendation may comprise a recommendation for at least one media asset. The at least one media asset may be associated with at least one media asset classification. The analytics subsystem may send the at least one content recommendation.

Abstract: Methods, systems, and apparatuses for content recommendations based on user activity data are described herein. An analytics subsystem may receive first activity data. The first activity may be indicative of a plurality of first engagements with a first plurality of media assets. At least one machine learning model may be configured to receive an input of activity data, such as the first activity data, and to determine at least one content recommendation on that basis. The at least one content recommendation may comprise a recommendation for at least one media asset. The at least one media asset may be associated with at least one media asset classification. The analytics subsystem may send the at least one content recommendation.

Abstract: Methods, systems, and apparatuses for user segmentation and analysis are described herein. An analytics subsystem may use a plurality of activity data to generate a plurality of user profiles, corresponding user interest clouds for each user device of a plurality of user devices, and a geographic interest cloud associated with a particular client identifier. In another example embodiment, the analytics subsystem may generate an industry interest cloud associated with the particular client identifier. For example, the industry interest cloud may indicate interests of users associated with a particular industry. In a further example embodiment, the analytics subsystem may determine (e.g., identify) a plurality of clusters of users. For example, each of the plurality of clusters of users may comprise one or more user profiles having common interests, common geographic location, common industry affiliation, a combination thereof, and/or the like.

Abstract: Methods, systems, and apparatuses for user engagement analysis are described herein. An analytics subsystem may use a plurality of activity data to generate a plurality of user profiles, corresponding user interest clouds for each user device of a plurality of user devices, and a first interest cloud associated with a particular client identifier. The analytics subsystem may generate a second interest cloud associated based on a subset of a plurality of media assets associated with a threshold quantity of engagements. The analytics subsystem may determine a plurality of clusters of the plurality of media assets and may generate a content interest cloud for each of the plurality of clusters.

Abstract: Systems methods and devices are provided for a presentation including a communications console with component aggregation. In one potential implementation, a computing device with an application framework receives a communication manager object via a network connectivity device and executes the communication manager object within the application framework. The computing device may then receive and execute communications components and a presentation components within the application framework using the communication manager object. The communication manager object may then manages interface and display of the presentation information via the application framework, as modified by communication components.

Abstract: Methods, systems, and apparatuses for improved model selection and content recommendations are described herein. A distribution platform may comprise a system of computing devices, servers, software, etc., that is configured to present media assets (e.g., content) at user devices. In one example embodiment, an analytics subsystem may provide at least one content recommendation to a user device using a machine learning model. The machine learning model may be selected based on a clustering method using an unsupervised machine learning model.

Abstract: Methods, systems, and apparatuses for improved content recommendations are described herein. A distribution platform may comprise a system of computing devices, servers, software, etc., that is configured to present media assets (e.g., content) at user devices. In one example embodiment, an analytics subsystem may provide at least one content recommendation to a user device using a classification model. In another example embodiment, the analytics subsystem may train the classification model. In a further example embodiment, the analytics subsystem may provide at least one fallback content recommendation when a recommendation provided by the classification model does not satisfy a threshold level of interest.

Abstract: Systems methods and devices are provided for a presentation including a communications console with component aggregation. In one potential implementation, a computing device with an application framework receives a communication manager object via a network connectivity device and executes the communication manager object within the application framework. The computing device may then receive and execute communications components and a presentation components within the application framework using the communication manager object. The communication manager object may then manages interface and display of the presentation information via the application framework, as modified by communication components.

Abstract: A system and method for presentation timeline annotation are provided. The system permits an audience member to interact with the presentation using simple inputs, such as key presses on desktop computers or gestures on a mobile device for example, to mark a segment of the presentation timeline with various interactive annotation capabilities including, for example a question, a comment, a rating or a large number of other interactive annotation capabilities.

Abstract: A widget recommendation system and method recommends user interface widgets for an event that contains content or a presentation. In one embodiment, the system recommends user interface widgets for a landing page for the content or presentation of an event. The system and method may extract features from past events and recommend the user interface widgets.

Abstract: A system and method determines engagement for a future presentation for one or more future attendees/registrants for the future presentation. The system and method may extract features from the registrant data for each registrant of the future presentation, generate a model based on the extracted features and use a classification process to generate the engagement determination for each attendee/registrant of the future presentation.

Abstract: Systems methods and devices are provided for a presentation including a communications console with component aggregation. In one potential implementation, a computing device with an application framework receives a communication manager object via a network connectivity device and executes the communication manager object within the application framework. The computing device may then receive and execute communications components and a presentation components within the application framework using the communication manager object. The communication manager object may then manages interface and display of the presentation information via the application framework, as modified by communication components.

Abstract: A virtual audience binning system and method are described. The system and method dynamically labels a group with information derived from its current participants and possibly their conversations through data mining. Then, new audience would use this contextual information to decide their relevance and interest with the groups. Furthermore, using the system, the quality of virtual binning increases with number of participants that solves the problem of size so that it is a solution that's built to work at scale. The virtual audience binning may be used with an online presentation system that generates and displays webcasts and virtual events to the audience members.

Abstract: Systems methods and devices are provided for a presentation including a communications console with component aggregation. In one potential implementation, a computing device with an application framework receives a communication manager object via a network connectivity device and executes the communication manager object within the application framework. The computing device may then receive and execute communications components and presentation components within the application framework using the communication manager object. The communication manager object may then manage interface and display of the presentation information via the application framework, as modified by communication components.

Abstract: A widget recommendation system and method recommends user interface widgets for an event that contains content or a presentation. In one embodiment, the system recommends user interface widgets for a landing page for the content or presentation of an event. The system and method may extract features from past events and recommend the user interface widgets.

Abstract: A system and method determines engagement for a future presentation for one or more future attendees/registrants for the future presentation. The system and method may extract features from the registrant data for each registrant of the future presentation, generate a model based on the extracted features and use a classification process to generate the engagement determination for each attendee/registrant of the future presentation.

Abstract: Systems methods and devices are provided for a presentation including a communications console with component aggregation. In one potential implementation, a computing device with an application framework receives a communication manager object via a network connectivity device and executes the communication manager object within the application framework. The computing device may then receive and execute communications components and a presentation components within the application framework using the communication manager object. The communication manager object may then manages interface and display of the presentation information via the application framework, as modified by communication components.