Search results for: news recommendation

• Toward Intelligent Recommendations Using the Neural Knowledge DNA

  Publication

  • G. Ning
  • C. Wu
  • H. Zhang
  • E. Szczerbicki

  - CYBERNETICS AND SYSTEMS - Year 2021

  In this paper we propose a novel recommendation approach using past news click data and the Neural Knowledge DNA (NK-DNA). The Neural Knowledge DNA is a novel knowledge representation method designed to support discovering, storing, reusing, improving, and sharing knowledge among machines and computing systems. We examine our approach for news recommendation tasks on the MIND benchmark dataset. By taking advantages of NK-DNA, deep...

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• Deep learning for recommending subscription-limited documents

  Publication

  • G. Chłodziński
  • K. Woźniak

  - Year 2020

  Documents recommendation for a commercial, subscription-based online platform is important due to the difficulty in navigation through a large volume and diversity of content available to clients. However, this is also a challenging task due to the number of new documents added every day and decreasing relevance of older contents. To solve this problem, we propose deep neural network architecture that combines autoencoder with...

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