Interest Group Backfill Mechanism for Content Scarcity
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Solution Overview
Problem
Interest networks face challenges in maintaining user engagement due to insufficient content in sparsely populated interest groups, leading to low participation and community growth as users are overwhelmed by excessive information and lack compelling content.
Innovation Solution
Implementing a backfill mechanism that selects and processes additional content related to the interest group using keyword-based searches, crawls, and historical data to enhance the content feed, ensuring a steady flow of relevant information and encouraging user interaction.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Loss of information
If a news feed format is used to provide continual updates, then information freshness is improved, but information overload occurs causing users to be overwhelmed
Solution Approach 1:
The patent segments the information feed by creating interest-based groups that divide the overwhelming content into manageable, topic-specific sections. Users can subscribe to specific interest groups rather than receiving all content, effectively segmenting the information flow to reduce overload while maintaining freshness of relevant content.
Solution Approach 2:
The patent applies local quality by providing different content densities and organization structures to different interest groups based on their specific topics. Each interest group can have customized content filtering and organization rules tailored to its subject matter, allowing high-quality relevant information to be presented without the dilution of unrelated content.
2Loss of information
If interest networks are created to focus on narrow topics, then content relevance is improved, but content scarcity occurs leading to insufficient engagement
Solution Approach 1:
The patent merges multiple content sources and types within each interest group, combining user-generated content, curated content, and algorithmically selected content from across the network. This consolidation ensures that even narrow interest groups have sufficient content volume by aggregating from diverse sources while maintaining topic relevance.
Solution Approach 2:
The patent performs preliminary content curation and organization before presenting it to users. Content is pre-filtered, tagged, and organized by relevance to interest groups in advance, ensuring that when users access an interest group, they immediately receive relevant content without the system needing to generate content in real-time, thus solving the content scarcity problem.
3Ease of operation
If content filtering is applied to reduce information overload, then user comfort is improved, but content diversity decreases limiting community growth
Solution Approach 1:
The patent implements dynamic content filtering where the filtering rules and parameters can adapt based on user behavior, interest group characteristics, and content trends. The system dynamically adjusts what content is filtered and what is promoted, allowing content diversity to flourish while maintaining user comfort through adaptive rather than static filtering mechanisms.
Data Source
AI summary
Aspects of the subject disclosure are directed towards increasing a community of interest group users of an interest group, e.g., a network site having a feed of posts generally related to a particular topic. Many newly created interest groups do not have enough content to keep users interested and attract new users. The technology described herein automatically obtains content that backfills such an interest group with additional related content. The backfilled content may be found by keywords search and/or by crawling general public data, data from specific sites, historical conversation data, and/or more widely scoped data. Also described is creating a new interest group and seeding the group with content based upon backfilling technology.