How Gruesome are the No-free-lunch Theorems for Machine Learning?

被引:0
|
作者
Lauc, Davor [1 ]
机构
[1] Univ Zagreb, Zagreb, Croatia
关键词
Induction; the problem of; No-free-lunch theorems; The new riddle of induction;
D O I
暂无
中图分类号
B [哲学、宗教];
学科分类号
01 ; 0101 ;
摘要
No-free-lunch theorems are important theoretical result in the fields of machine learning and artificial intelligence. Researchers in this 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.
引用
收藏
页码:479 / 485
页数:7
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