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 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: 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: 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 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: 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: 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 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: 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: 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: 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 manage interface and display of the presentation information via the application framework, as modified by communication components.

Abstract: A system and method for content management are disclosed. The system can be used to manage any type of digital and a system and method for generating, delivering, measuring, and managing media apps to showcase content, such as videos, documents, blogs, and slides, using a web-based portal are provided.

Abstract: A webcast and virtual environment content recommendation engine and method provide webcast and/or virtual environment content recommendation using user history and affinity with other individuals to predict interesting current future webcasts and online virtual environments and content.