On the annealed VC entropy for margin classifiers: A statistical mechanics study


Using techniques from Statistical Physics, the annealed VC entropy for hyperplanes in high dimensional spaces is calculated as a function of the margin for a spherical Gaussian distribution of inputs.

Divisions: Aston University (General)
Additional Information: Copyright of the Massachusetts Institute of Technology Press (MIT Press) Available in Google Books
Uncontrolled Keywords: annealed VC entropy,hyperplanes,high dimensional spaces,spherical Gaussian distribution
ISBN: 0262194163
Last Modified: 23 Feb 2024 08:18
Date Deposited: 05 Aug 2009 12:41
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Related URLs: http://mitpress ... type=2&tid=7841 (Publisher URL)
PURE Output Type: Chapter
Published Date: 1998-12-18
Authors: Opper, Manfred



Version: Accepted Version

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