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Falsificationism and Statistical Learning Theory: Comparing the Popper and Vapnik-Chervonenkis dimensions

Corfield, David, Schölkopf, Bernhard, Vapnik, Vladimir (2009) Falsificationism and Statistical Learning Theory: Comparing the Popper and Vapnik-Chervonenkis dimensions. Journal for General Philosophy of Science, 40 (1). pp. 51-58. ISSN 0925-4560. (doi:10.1007/s10838-009-9091-3) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided) (KAR id:23346)

The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided.
Official URL:
http://dx.doi.org/10.1007/s10838-009-9091-3

Abstract

We compare Karl Popper's ideas concerning the falsifiability of a theory with similar notions from the part of statistical learning theory known as VC-theory. Popper's notion of the dimension of a theory is contrasted with the apparently very similar VC-dimension. Having located some divergences, we discuss how best to view Popper's work from the perspective of statistical learning theory, either as a precursor or as aiming to capture a different learning activity.

Item Type: Article
DOI/Identification number: 10.1007/s10838-009-9091-3
Subjects: B Philosophy. Psychology. Religion > B Philosophy (General)
Divisions: Divisions > Division of Arts and Humanities > School of Culture and Languages
Depositing User: David Corfield
Date Deposited: 29 Jun 2011 13:04 UTC
Last Modified: 05 Nov 2024 10:02 UTC
Resource URI: https://kar.kent.ac.uk/id/eprint/23346 (The current URI for this page, for reference purposes)

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