Opper, Manfred (1998). On the annealed VC entropy for margin classifiers: A statistical mechanics study. IN: Advances in Kernel Methods - Support vector learning. Scholkopf, Bernhard; Burges, Christopher J. C. and Smola, Alexander J. (eds) Cambridge, MA: MIT.
Abstract
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: | 29 Oct 2024 16:27 |
| Date Deposited: | 05 Aug 2009 12:41 |
| Full Text Link: | |
| Related URLs: |
http://mitpress ... type=2&tid=7841
(Publisher URL) |
PURE Output Type: | Chapter |
| Published Date: | 1998-12-18 |
| Authors: |
Opper, Manfred
|
![[img]](https://publications.aston.ac.uk/style/images/fileicons/application_pdf.png)
CORE (COnnecting REpositories)
CORE (COnnecting REpositories)