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  • 标题:How Gruesome are the No-free-lunch Theorems for Machine Learning?
  • 本地全文:下载
  • 作者:Lauc, Davor
  • 期刊名称:Croatian Journal of Philosophy
  • 印刷版ISSN:1333-1108
  • 电子版ISSN:1847-6139
  • 出版年度:2018
  • 卷号:18
  • 期号:3 (54)
  • 页码:479-486
  • 出版社:Kruzak d.o.o.
  • 摘要:No-free-lunch theorems are important theoretical result in the fields of machine learning and artificial intelligence. Researchers in these fields often claim that the theorems are based on Hume’s argument about induction and represent a formalisation of the argument. This paper argues that this is erroneous but that the theorems correspond to and formalise Goodman’s new riddle of induction. To demonstrate the correspondence among the theorems and Goodman’s argument, a formalisation of the latter in the spirit of the former is sketched.
  • 关键词:Induction;the problem of;No-free-lunch theorems;The new riddle of induction.
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