Gérard Biau
Gérard Biau
Professor, Sorbonne University, Paris
Dirección de correo verificada de upmc.fr - Página principal
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Analysis of a random forests model
G Biau
The Journal of Machine Learning Research 13 (1), 1063-1095, 2012
8252012
Consistency of random forests and other averaging classifiers
GÊ Biau, L Devroye, GÃĄ Lugosi
Journal of Machine Learning Research 9 (Sep), 2015-2033, 2008
5142008
A random forest guided tour
G Biau, E Scornet
Test 25 (2), 197-227, 2016
3992016
Consistency of random forests
E Scornet, G Biau, JP Vert
The Annals of Statistics 43 (4), 1716-1741, 2015
2702015
Functional classification in Hilbert spaces
G Biau, F Bunea, MH Wegkamp
IEEE Transactions on Information Theory 51 (6), 2163-2172, 2005
1662005
Functional classification in Hilbert spaces
G Biau, F Bunea, MH Wegkamp
IEEE Transactions on Information Theory 51 (6), 2163-2172, 2005
1662005
Lectures on the nearest neighbor method
G Biau, L Devroye
Springer, 2015
1402015
On the performance of clustering in Hilbert spaces
G Biau, L Devroye, G Lugosi
IEEE Transactions on Information Theory 54 (2), 781-790, 2008
1312008
Supervised reconstruction of biological networks with local models
K Bleakley, G Biau, JP Vert
Bioinformatics 23 (13), i57-i65, 2007
1242007
Estimation of precipitation by kriging in the EOF space of thesea level pressure field
G Biau, E Zorita, H von Storch, H Wackernagel
Journal of Climate 12 (4), 1070-1085, 1999
1151999
On the layered nearest neighbour estimate, the bagged nearest neighbour estimate and the random forest method in regression and classification
G Biau, L Devroye
Journal of Multivariate Analysis 101 (10), 2499-2518, 2010
1072010
Nonparametric spatial prediction
G Biau, B Cadre
Statistical Inference for Stochastic Processes 7 (3), 327-349, 2004
962004
New insights into approximate Bayesian computation
G Biau, F Cérou, A Guyader
Annales de l'IHP Probabilités et statistiques 51 (1), 376-403, 2015
952015
On the Rate of Convergence of the Bagged Nearest Neighbor Estimate.
G Biau, F Cérou, A Guyader
Journal of Machine Learning Research 11 (2), 2010
782010
A weighted k-nearest neighbor density estimate for geometric inference
G Biau, F Chazal, D Cohen-Steiner, L Devroye, C Rodriguez
Electronic Journal of Statistics 5, 204-237, 2011
702011
Probability estimation with machine learning methods for dichotomous and multicategory outcome: Theory
J Kruppa, Y Liu, G Biau, M Kohler, IR König, JD Malley, A Ziegler
Biometrical Journal 56 (4), 534-563, 2014
672014
Sparse single-index model
P Alquier, G Biau
Journal of Machine Learning Research 14 (Jan), 243-280, 2013
672013
Functional supervised classification with wavelets
A Berlinet, G Biau, L Rouviere
632008
Functional supervised classification with wavelets
A Berlinet, G Biau, L Rouviere
632008
On the kernel rule for function classification
C Abraham, G Biau, B Cadre
Annals of the Institute of Statistical Mathematics 58 (3), 619-633, 2006
612006
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Artículos 1–20