On the annealed VC entropy for margin classifiers: A statistical mechanics study
Contribuinte(s) |
Scholkopf, Bernhard Burges, Christopher J. C. Smola, Alexander J. |
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Data(s) |
18/12/1998
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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 |