| Issue |
ESAIM: PS
Volume 9, June 2005
|
|
|---|---|---|
| Page(s) | 323 - 375 | |
| DOI | https://doi.org/10.1051/ps:2005018 | |
| Published online | 15 November 2005 | |
Theory of Classification: a Survey of Some Recent Advances
1
Laboratoire Probabilités et Modèles Aléatoires,
CNRS & Université Paris VII, Paris, France.
2
Pertinence SA, 32 rue des Jeûneurs, 75002 Paris, France.
3
Department of Economics, Pompeu Fabra University,
Ramon Trias Fargas 25-27,
08005 Barcelona, Spain; lugosi@upf.es
Received:
18
June
2004
Accepted:
12
September
2005
The last few years have witnessed important new developments in the theory and practice of pattern classification. We intend to survey some of the main new ideas that have led to these recent results.
Mathematics Subject Classification: 62G08 / 60E15 / 68Q32
Key words: Pattern recognition / statistical learning theory / concentration inequalities / empirical processes / model selection.
© EDP Sciences, SMAI, 2005
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