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1

A random forest guided tour

Biau, Gérard, Scornet, Erwan

Journal:

Year:

2016

Language:

english

File:

PDF, 905 KB

english, 2016

2

On the layered nearest neighbour estimate, the bagged nearest neighbour estimate and the random forest method in regression and classification

Gérard Biau, Luc Devroye

Journal:

Journal of Multivariate Analysis

Year:

2010

Language:

english

File:

PDF, 589 KB

english, 2010

3

Neural Random Forests

Biau, Gérard, Scornet, Erwan, Welbl, Johannes

Journal:

Year:

2018

Language:

english

File:

PDF, 915 KB

english, 2018

4

Probability estimation with machine learning methods for dichotomous and multicategory outcome: Theory

Kruppa, Jochen, Liu, Yufeng, Biau, Gérard, Kohler, Michael, König, Inke R., Malley, James D., Ziegler, Andreas

Journal:

Biometrical Journal

Year:

2014

Language:

english

File:

PDF, 2.11 MB

english, 2014

5

[Springer Series in the Data Sciences] Lectures on the Nearest Neighbor Method || Order statistics and nearest neighbors

Biau, Gérard, Devroye, Luc

Year:

2015

Language:

english

File:

PDF, 122 KB

english, 2015

6

Optimal bandwidth selection for variable kernel density estimates

Alain Berlinet, Gérard Biau, Laurent Rouvière

Journal:

Statistics & Probability Letters

Year:

2005

Language:

english

File:

PDF, 251 KB

english, 2005

7

Consistency of random forests

Scornet, Erwan, Biau, Gérard, Vert, Jean-Philippe

Journal:

The Annals of Statistics

Year:

2015

Language:

english

File:

PDF, 255 KB

english, 2015

8

A note on minimum distance estimation of copula densities

Gérard Biau, Marten Wegkamp

Journal:

Statistics & Probability Letters

Year:

2005

Language:

english

File:

PDF, 232 KB

english, 2005

9

Effect of processing on rheological, structural and sensory properties of apple puree

Espinosa, Lucia, To, Nina, Symoneaux, Ronan, Renard, Catherine M.G.C., Biau, Nicolas, Cuvelier, Gérard

Journal:

Procedia Food Science

Year:

2011

Language:

english

File:

PDF, 343 KB

english, 2011

10

On the risk of estimates for block decreasing densities

Gérard Biau, Luc Devroye

Journal:

Journal of Multivariate Analysis

Year:

2003

Language:

english

File:

PDF, 310 KB

english, 2003

11

Exact rates in density support estimation

Gérard Biau, Benoît Cadre, Bruno Pelletier

Journal:

Journal of Multivariate Analysis

Year:

2008

Language:

english

File:

PDF, 902 KB

english, 2008

12

Simple Estimation of the Mode of a Multivariate Density

Christophe Abraham, Gérard Biau and Benoît Cadre

Journal:

Canadian Journal of Statistics

Year:

2003

Language:

english

File:

PDF, 590 KB

english, 2003

13

A Brief History of the French Statistical Society (SFdS)

Journal:

Year:

2018

Language:

english

File:

PDF, 299 KB

english, 2018

14

Iterated Barron density estimators

Alain Berlinet, Gérard Biau

Journal:

Comptes Rendus de l'Académie des Sciences - Series I - Mathematics

Year:

2001

Language:

french

File:

PDF, 99 KB

french, 2001

15

A weighted k-nearest neighbor density estimate for geometric inference

Biau, Gérard, Chazal, Frédéric, Cohen-Steiner, David, Devroye, Luc, Rodríguez, Carlos

Journal:

Electronic Journal of Statistics

Year:

2011

Language:

english

File:

PDF, 955 KB

english, 2011

16

Chaotic Properties of Mappings on a Probability Space

Christophe Abraham, Gérard Biau, Benoı̂t Cadre

Journal:

Journal of Mathematical Analysis and Applications

Year:

2002

Language:

english

File:

PDF, 111 KB

english, 2002

17

New insights into Approximate Bayesian Computation

Biau, Gérard, Cérou, Frédéric, Guyader, Arnaud

Journal:

Annales de l'Institut Henri Poincare (B) Probability and Statistics

Year:

2015

File:

PDF, 344 KB

2015

18

Cellular tree classifiers

Biau, Gérard, Devroye, Luc

Journal:

Electronic Journal of Statistics

Year:

2013

Language:

english

File:

PDF, 363 KB

english, 2013

19

Comments on: Probability enhanced effective dimension reduction for classifying sparse functional data

Biau, Gérard, Levrard, Clément

Journal:

Year:

2016

Language:

english

File:

PDF, 332 KB

english, 2016

20

An affine invariant -nearest neighbor regression estimate

Gérard Biau, Luc Devroye, Vida Dujmović, Adam Krzyżak

Journal:

Journal of Multivariate Analysis

Year:

2012

Language:

english

File:

PDF, 299 KB

english, 2012

21

Parameter selection in modified histogram estimates

Berlinet, Alain, Biau, Gérard, Rouvière, Laurent

Journal:

Year:

2005

Language:

english

File:

PDF, 292 KB

english, 2005

22

Statistical inference on graphs

Biau, Gérard, Bleakley, Kevin

Journal:

Statistics & Decisions

Year:

2006

Language:

english

File:

PDF, 257 KB

english, 2006

23

Divergence-type errors of smooth Barron-type density estimators

Jan Beirlant, Alain Berlinet, Gérard Biau, Igor Vajda

Journal:

Year:

2002

Language:

english

File:

PDF, 833 KB

english, 2002

24

On the asymptotic properties of a simple estimate of the Mode

Abraham, Christophe, Biau, Gérard, Cadre, Benoît

Journal:

ESAIM Probability and Statistics

Year:

2004

Language:

english

File:

PDF, 170 KB

english, 2004

25

Density estimation by the penalized combinatorial method

Gérard Biau, Luc Devroye

Journal:

Journal of Multivariate Analysis

Year:

2005

Language:

english

File:

PDF, 251 KB

english, 2005

26

Statistical analysis of k -nearest neighbor collaborative recommendation

Biau, Gérard, Cadre, Benoît, Rouvière, Laurent

Journal:

The Annals of Statistics

Year:

2010

Language:

english

File:

PDF, 224 KB

english, 2010

27

COBRA: A combined regression strategy

Biau, Gérard, Fischer, Aurélie, Guedj, Benjamin, Malley, James D.

Journal:

Journal of Multivariate Analysis

Year:

2015

Language:

english

File:

PDF, 483 KB

english, 2015

28

[Springer Series in the Data Sciences] Lectures on the Nearest Neighbor Method || Entropy estimation

Biau, Gérard, Devroye, Luc

Year:

2015

Language:

english

File:

PDF, 175 KB

english, 2015

29

Contraintes de dose en radiothérapie conformationnelle fractionnée et en radiothérapie stéréotaxique dans les hippocampes, le tronc cérébral et l’encéphale : limites et perspectives

Gérard, M., Jumeau, R., Pichon, B., Biau, J., Blais, E., Horion, J., Noël, G.

Journal:

Cancer/Radiothérapie

Year:

2017

Language:

french

File:

PDF, 1.34 MB

french, 2017

30

Cox process functional learning

Biau, Gérard, Cadre, Benoît, Paris, Quentin

Journal:

Statistical Inference for Stochastic Processes

Year:

2015

Language:

english

File:

PDF, 285 KB

english, 2015

31

On Lyapunov exponent and sensitivity

Christophe Abraham, Gérard Biau, Benoı̂t Cadre

Journal:

Journal of Mathematical Analysis and Applications

Year:

2004

Language:

english

File:

PDF, 192 KB

english, 2004

32

Optimal asymptotic quadratic errors of density estimators on random fields

Journal:

Statistics & Probability Letters

Year:

2002

Language:

english

File:

PDF, 145 KB

english, 2002

33

Estimation of Precipitation by Kriging in the EOF Space of theSea Level Pressure Field

Biau, Gérard, Zorita, Eduardo, von Storch, Hans, Wackernagel, Hans

Journal:

Journal of Climate

Year:

1999

Language:

english

File:

PDF, 292 KB

english, 1999

34

Rejoinder on: A random forest guided tour

Biau, Gérard, Scornet, Erwan

Journal:

Year:

2016

Language:

english

File:

PDF, 338 KB

english, 2016

35

Nonparametric Spatial Prediction

Gérard Biau, Benoît Cadre

Journal:

Statistical Inference for Stochastic Processes

Year:

2004

Language:

english

File:

PDF, 177 KB

english, 2004

36

Recovering probabilities for nucleotide trimming processes for T cell receptor TRA and TRG V-J junctions analyzed with IMGT tools

Kevin Bleakley, Marie-Paule Lefranc, Gérard Biau

Journal:

BMC Bioinformatics

Year:

2008

Language:

english

File:

PDF, 634 KB

english, 2008

37

STATISTICAL ANALYSIS OF k-NEAREST NEIGHBOR COLLABORATIVE RECOMMENDATION

Gérard Biau, Benoît Cadre and Laurent Rouviére

Journal:

The Annals of Statistics

Year:

2010

Language:

english

File:

PDF, 1.56 MB

english, 2010

38

Strongly consistent model selection for densities

Gérard Biau, Benoît Cadre, Luc Devroye, László Györfi

Journal:

Year:

2008

Language:

english

File:

PDF, 370 KB

english, 2008

39

Minimax Bounds in Nonparametric Estimation of Multidimensional Deterministic Dynamical Systems

Alain Berlinet, Gérard Biau

Journal:

Statistical Inference for Stochastic Processes

Year:

2001

Language:

english

File:

PDF, 220 KB

english, 2001

40

Iterated modified histograms as dynamical systems

Berlinet, Alain, Biau, Gérard

Journal:

Journal of Nonparametric Statistics

Year:

2004

Language:

english

File:

PDF, 540 KB

english, 2004

41

[IEEE 2012 IEEE International Symposium on Information Theory - ISIT - Cambridge, MA, USA (2012.07.1-2012.07.6)] 2012 IEEE International Symposium on Information Theory Proceedings - An affine invariant k-nearest neighbor regression estimate

Biau, Gerard, Krzyzak, Adam, Devroye, Luc, Dujmovic, Vida

Year:

2012

Language:

english

File:

PDF, 107 KB

english, 2012

42

Nonparametric sequential prediction of time series

Biau, Gérard, Bleakley, Kevin, Györfi, László, Ottucsák, György

Journal:

Journal of Nonparametric Statistics

Year:

2010

Language:

english

File:

PDF, 348 KB

english, 2010

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