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
相关论文
共 50 条
  • [1] The no-free-lunch theorems of supervised learning
    Tom F. Sterkenburg
    Peter D. Grünwald
    Synthese, 2021, 199 : 9979 - 10015
  • [2] The supervised learning no-free-lunch theorems
    Wolpert, DH
    SOFT COMPUTING AND INDUSTRY: RECENT APPLICATIONS, 2002, : 25 - 42
  • [3] The no-free-lunch theorems of supervised learning
    Sterkenburg, Tom F.
    Grunwald, Peter D.
    SYNTHESE, 2021, 199 (3-4) : 9979 - 10015
  • [4] No-Free-Lunch theorems in the continuum
    Alabert, Aureli
    Berti, Alessandro
    Caballero, Ricard
    Ferrante, Marco
    THEORETICAL COMPUTER SCIENCE, 2015, 600 : 98 - 106
  • [5] No-free-lunch theorems and the diversity of algorithms
    Köppen, M
    CEC2004: PROCEEDINGS OF THE 2004 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2004, : 235 - 241
  • [6] No-Free-Lunch Theorems for Reliability Analysis
    Rashki, Mohsen
    Faes, Matthias G. R.
    ASCE-ASME JOURNAL OF RISK AND UNCERTAINTY IN ENGINEERING SYSTEMS PART A-CIVIL ENGINEERING, 2023, 9 (03)
  • [7] Conditions that obviate the no-free-lunch theorems for optimization
    Koehler, Gary J.
    INFORMS JOURNAL ON COMPUTING, 2007, 19 (02) : 273 - 279
  • [8] The Implications of the No-Free-Lunch Theorems for Meta-induction
    David H. Wolpert
    Journal for General Philosophy of Science, 2023, 54 : 421 - 432
  • [9] A NO-FREE-LUNCH THEOREM FOR MULTITASK LEARNING
    Hanneke, S. T. E. V. E.
    Kpotufe, Samory
    ANNALS OF STATISTICS, 2022, 50 (06): : 3119 - 3143
  • [10] The Implications of the No-Free-Lunch Theorems for Meta-induction
    Wolpert, David H.
    JOURNAL FOR GENERAL PHILOSOPHY OF SCIENCE, 2023, 54 (03) : 421 - 432