Dynamic Media Forum Interest Graph for Content Relevance
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Solution Overview
Problem
Current comment systems on websites are disorganized, with user-generated content often unrelated to the content they accompany, leading to decreased user participation and a lack of sustained discussions, as comments are tied to specific articles and lose relevance over time.
Innovation Solution
Implementing media forums with interest graphs that adjust based on user interaction, allowing for the association of comments and discussions with articles, and enabling automatic surfacing of relevant forums based on entity prominence scores, thus creating a dynamic and engaging discussion environment.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Reliability
If comments are tied to specific articles, then comments are initially relevant to the content, but comments lose relevance over time as articles become less recent
Solution Approach 1:
The patent implements dynamic reassociation of comments to articles based on real-time interest graph updates. Comments are not statically tied to one article but can be dynamically reassigned to multiple articles that become relevant to the same user interest, allowing comments to maintain relevance across different content over time
Solution Approach 2:
The patent creates a universal comment system where a single comment can serve multiple articles through the interest graph mechanism. Instead of one-to-one comment-article pairing, the system enables one-to-many relationships where comments become universal to multiple articles sharing the same user interest context
2Productivity
If users provide comments on content, then user participation increases, but unorganized comment collections may sway users away from participating
Solution Approach 1:
The patent segments the comment system into organized interest-based groups rather than a single unorganized collection. Comments are segmented by user interest topics, creating structured categories that make the system more manageable and user-friendly while maintaining high participation
Solution Approach 2:
The interest graph acts as an intermediary layer between users and comments. Instead of users directly interacting with unorganized comment collections, the interest graph mediates by organizing and filtering comments based on user interests, reducing the perceived complexity
3Reliability
If media forums are associated with articles based on interest graphs, then discussion relevance improves, but system complexity increases
Solution Approach 1:
The interest graph system operates autonomously to match comments with articles. The system self-services by automatically updating interest graphs based on user interactions and autonomously reassociating comments without manual intervention, reducing the operational complexity despite the sophisticated matching algorithm
Data Source
AI summary
Methods, systems and computer readable media are provided for managing user generated content in relation to content. One example method includes receiving content from a mobile device. The received content is associated to one or more entities. The method associates the received content to a media forum. The association of the content to the media forum enables at least one discussion regarding the received content on the media forum. The media forum has an interest graph that adjusts over time. Responsive to receiving a request to view an article, the method selects the media forum to be associated with the article when the article is presented on a display. The association of the media forum to the article provides an adjustment to the interest graph of the media forum.