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This monograph deals with adaptive supervised classification, using tools borrowed from statistical mechanics and information theory, stemming from the PACBayesian approach pioneered by David McAllester and applied to a conception of statistical learning theory forged by Vladimir Vapnik.
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McAllester, D. A
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Vapnik, V. N
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Barron, A. and Yang, Y
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Barron, A., Birgé, L. and Massart, P
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Blanchard, G
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McAllester, D. A
1999
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Mammen, E. and Tsybakov, A
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Data compression and adaptive histograms
Catoni, O · 2000
Catoni, O
2001
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Hastie, T., Tibshirani, R. and Friedman, J
2001
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Seeger, M
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Shawe-Taylor, J. and Cristianini, N
2002
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Blum, A. and Langford, J
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Catoni, O
2003
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Blanchard, G
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Langford, J. and McAllester, D
2004
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Cristianini, N. and Shawe Taylor, J
2000
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Van de Geer, S
2000
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Vert, J.-P
2000
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Blanchard, G
2001
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Tsybakov, A
2004
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Vert, J.-P
2004
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Tsybakov, A. and Van de Geer, S
2005
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