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machine learning elsevier demos

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Machine Learning Content Discoverability @Elsevier

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machine learning elsevier demos

  1. 1. “We don't receive wisdom we must discover it for ourselves.” Marcel Proust
  2. 2. Empowering Knowledge “The company has evolved into a technology solutions provider.. Elsevier empowers knowledge, which empowers those who use it.” ELSEVIER VISION
  3. 3. mendeley.com/suggest Discover research that Interests you (Suggest) Evaluate my impact (Stats) mendeley.com/stats Discover relevant information pushed to you (Newsfeed) mendeley.com/newsfeed Showcase my work (Profile) mendeley.com/profiles/ Discovery - Newsfeed
  4. 4. Profile is used to Showcase My work Aggregate information collected by different sources in one single coherent page where user generated content is mixed with machine generated information
  5. 5. Profile is used to evaluate My own impact State-of-the-art Bigdata technology to aggregate and elaborate information placed in multiple products (Scopus, Science Direct, Mendeley,...)
  6. 6. State-of-the-art Bigdata technology to aggregate and elaborate information placed in multiple products (Scopus, Science Direct, Mendeley,...) INTEGRATION • Scopus is the largest abstract and citation database that represents 5,000 publishers and delivers a comprehensive overview of the world's research output in the fields of science, technology, medicine, social sciences, and the arts and humanities. • ScienceDirect is home to almost 16% of the world's peer- reviewed, full-text scientific, technical and medical content. • Mendeley is a free reference manager and academic social network that helps you organize your documents, collaborate with others online, and discover the latest research in your field. • Newsflo enables researchers and institutions to demonstrate their societal impact. Newsflo combines +55k online news sources from around the world. Related news articles are clustered around topics.
  7. 7. Profile is used to evaluate My own impact Spark and HPPC are used to update daily all the user generated signals into a coherent machine learning data platform working in real time and offering high scalability
  8. 8. Profile is used to evaluate My own impact Each author has a list of reviewed publications
  9. 9. Profile is used to evaluate My own impact News data is clustered and aggregated on- the-fly with machine learning techniques for discovering where your work has been cited in media (newspapers, magazines, …)
  10. 10. Recommend articles to suit different information needs • short vs long- term • shallow vs deep Based on state- of-the-art Machine Learning technology • Content based • Citation based • Collaborative Filtering
  11. 11. Discovery personalized articles relevant for each user PERSONALIZED
  12. 12. Suggest is used to discover researchers who are relevant for YOU Based on state- of-the-art Machine Learning technology • following the people you follow • followed by people you follow • popular in your subject area • follows you
  13. 13. Newsfeed is the social feed where machine learning recommenders are mixed with social actions, user generated content, and 3rd parties content SOCIAL

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