1 Ocak 2012 Konferans bildirisi Açık Erişim

Irsoy, Ozan; Yildiz, Olcay Taner; Alpaydin, Ethem

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  "@id": 86775, 
  "@type": "ScholarlyArticle", 
  "creator": [
    {
      "@type": "Person", 
      "affiliation": "Bogazici Univ, Dept Comp Engn, TR-34342 Istanbul, Turkey", 
      "name": "Irsoy, Ozan"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Isik Univ, Dept Comp Engn, TR-34980 Istanbul, Turkey", 
      "name": "Yildiz, Olcay Taner"
    }, 
    {
      "@type": "Person", 
      "affiliation": "Bogazici Univ, Dept Comp Engn, TR-34342 Istanbul, Turkey", 
      "name": "Alpaydin, Ethem"
    }
  ], 
  "datePublished": "2012-01-01", 
  "description": "We discuss a novel decision tree architecture with soft decisions at the internal nodes where we choose both children with probabilities given by a sigmoid gating function. Our algorithm is incremental where new nodes are added when needed and parameters are learned using gradient-descent. We visualize the soft tree fit on a toy data set and then compare it with the canonical, hard decision tree over ten regression and classification data sets. Our proposed model has significantly higher accuracy using fewer nodes.", 
  "headline": "Soft Decision Trees", 
  "identifier": 86775, 
  "image": "https://aperta.ulakbim.gov.tr/static/img/logo/aperta_logo_with_icon.svg", 
  "license": "http://www.opendefinition.org/licenses/cc-by", 
  "name": "Soft Decision Trees", 
  "url": "https://aperta.ulakbim.gov.tr/record/86775"
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