Conference paper Open Access

Reranking-based Recommender System with Deep Learning

Saleh, Ahmed; Mai, Florian; Nishioka, Chifumi; Scherp, Ansgar


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{
  "inLanguage": {
    "alternateName": "eng", 
    "@type": "Language", 
    "name": "English"
  }, 
  "description": "<p>An enormous volume of scientific content is published every year.The amount exceeds by far what a scientist can read in her entire life.In order to address this problem, we have developed and empirically evaluated a recommender system for scientific papers based on Twitter postings. In this paper, we improve on the previous work by a reranking approach using Deep Learning. Thus, after a list of top-k recommendations is computed, we rerank the results by employing a neural network to improve the results of the existing recommender system. We present the design of the deep reranking approach and a preliminary evaluation. Our results show that in most cases, the recommendations can be improved using our Deep Learning reranking approach.</p>", 
  "license": "http://creativecommons.org/licenses/by/4.0/legalcode", 
  "creator": [
    {
      "affiliation": "ZBW - Leibniz Information Centre for Economics", 
      "@type": "Person", 
      "name": "Saleh, Ahmed"
    }, 
    {
      "affiliation": "ZBW - Leibniz Information Centre for Economics", 
      "@type": "Person", 
      "name": "Mai, Florian"
    }, 
    {
      "affiliation": "ZBW - Leibniz Information Centre for Economics", 
      "@type": "Person", 
      "name": "Nishioka, Chifumi"
    }, 
    {
      "affiliation": "ZBW - Leibniz Information Centre for Economics", 
      "@type": "Person", 
      "name": "Scherp, Ansgar"
    }
  ], 
  "url": "https://zenodo.org/record/1135136", 
  "image": "https://zenodo.org/static/img/logos/zenodo-gradient-round.svg", 
  "contributor": [], 
  "datePublished": "2018-01-04", 
  "headline": "Reranking-based Recommender System with Deep Learning", 
  "keywords": [
    "recommender systems", 
    "deep learning", 
    "semantic profiling"
  ], 
  "@context": "https://schema.org/", 
  "identifier": "https://doi.org/10.5281/zenodo.1135136", 
  "@id": "https://doi.org/10.5281/zenodo.1135136", 
  "@type": "ScholarlyArticle", 
  "name": "Reranking-based Recommender System with Deep Learning"
}
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