A statistical learning approach to a problem of induction
Abstract
At its strongest, Hume's problem of induction denies the existence of any well justified assumptionless inductive inference rule. At the weakest, it challenges our ability to articulate and apply good inductive inference rules. This paper examines an analysis that is closer to the latter camp. It reviews one answer to this problem drawn from the VC theorem in statistical learning theory and argues for its inadequacy. In particular, I show that it cannot be computed, in general, whether we are in a situation where the VC theorem can be applied for the purpose we want it to.Author's Profile
Reprint years
2018
My notes
Similar books and articles
Machine learning and the foundations of inductive inference.Francesco Bergadano - 1993 - Minds and Machines 3 (1):31-51.
Induction by Direct Inference Meets the Goodman Problem.Paul D. Thorn - 2018 - Kriterion - Journal of Philosophy 32 (2):1-24.
Testability and Ockham’s Razor: How Formal and Statistical Learning Theory Converge in the New Riddle of Induction. [REVIEW]Daniel Steel - 2009 - Journal of Philosophical Logic 38 (5):471 - 489.
What If the Principle of Induction Is Normative? Formal Learning Theory and Hume’s Problem.Daniel Steel & S. Kedzie Hall - 2010 - International Studies in the Philosophy of Science 24 (2):171-185.
Reliable Reasoning: Induction and Statistical Learning Theory.Gilbert Harman & Sanjeev Kulkarni - 2007 - Bradford.
Logically reliable inductive inference.Oliver Schulte - 2007 - In Michele Friend, Norma B. Goethe & Valentina Harizanov (eds.), Induction, algorithmic learning theory, and philosophy. Springer. pp. 157-178.
Statistical learning theory as a framework for the philosophy of induction.Gilbert Harman & Sanjeev Kulkarni - manuscript
Testability and Ockham’s Razor: How Formal and Statistical Learning Theory Converge in the New Riddle of Induction.Daniel Steel - 2009 - Journal of Philosophical Logic 38 (5):471-489.
There Are No Universal Rules for Induction.John D. Norton - 2010 - Philosophy of Science 77 (5):765-777.
Induction, grue emeralds and lady Macbeth's fallacy.Arthur Rubinstein - 1998 - Philosophical Quarterly 48 (190):37-49.
Statistical Machine Learning and the Logic of Scientific Discovery.Antonino Freno - 2009 - Iris. European Journal of Philosophy and Public Debate 1 (2):375-388.
Analytics
Added to PP
2018-11-09
Downloads
141 (#90,551)
6 months
26 (#46,204)
2018-11-09
Downloads
141 (#90,551)
6 months
26 (#46,204)
Historical graph of downloads
Author's Profile
References found in this work
The Logic of Reliable Inquiry.Kevin Kelly - 1998 - British Journal for the Philosophy of Science 49 (2):351-354.