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


Autoria(s): Opper, Manfred
Contribuinte(s)

Scholkopf, Bernhard

Burges, Christopher J. C.

Smola, Alexander J.

Data(s)

18/12/1998

Resumo

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.

Formato

application/pdf

Identificador

http://eprints.aston.ac.uk/1275/1/NCRG_99_028.pdf

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.

Publicador

MIT

Relação

http://eprints.aston.ac.uk/1275/

Tipo

Book Section

NonPeerReviewed