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Deposit type : Notice

A random forest guided tour

Gérard Biau , Erwan Scornet
Test, 2016, pp.1-31. ⟨10.1007/s11749-016-0481-7⟩
Journal articles hal-01307105v1

The IL-4 rs2070874 polymorphism may be associated with the severity of recurrent viral-induced wheeze

Flore Amat , Malek Louha , Marta Benet , Tamazoust Guiddir , Mélisande Bourgoin-Heck , et al.
Pediatric Pulmonology, 2017, 52 (11), pp.1435-1442
Journal articles hal-01979830v1

F4-invariant Algorithm for Computing SAGBI-Gröbner Bases

Marziyeh Boroujeni , Abdolali Basiri , Sajjad Rahmany , Annick Valibouze
Theoretical Computer Science, 2015, 573, pp.54-62. ⟨10.1016/j.tcs.2015.01.045⟩
Journal articles hal-01114025v1

Prediction of human population responses to toxic compounds by a collaborative competition.

Federica Eduati , Lara M Mangravite , Tao Wang , Hao Tang , J Christopher Bare , et al.
Nature Biotechnology, 2015, 33 (9), pp.933-40. ⟨10.1038/nbt.3299⟩
Journal articles hal-01428019v1

Some uniform consistency results in the partially linear additive model components estimation

Salim Bouzebda , Khalid Chokri , Djamal Louani
Communications in Statistics - Theory and Methods, 2016, 45 (5), pp.1278 - 1310. ⟨10.1080/03610926.2013.861491⟩
Journal articles hal-01764365v1

Multivariate wavelet density and regression estimators for stationary and ergodic discrete time processes: Asymptotic results

Salim Bouzebda , Sultana Didi
Communications in Statistics - Theory and Methods, 2016, 46 (3), pp.1367 - 1406. ⟨10.1080/03610926.2015.1019144⟩
Journal articles hal-01764371v1

Novel genetic loci underlying human intracranial volume identified through genome-wide association

Hieab H H Adams , Derrek P Hibar , Vincent Chouraki , Jason L Stein , Paul A Nyquist , et al.
Nature Neuroscience, 2016, 19 (12), pp.1569-1582. ⟨10.1038/nn.4398⟩
Journal articles hal-01382716v1

What does ICL tell us about homogeneity for Model-Based Clustering?

Jean-Patrick Baudry , Gilles Celeux
Workshop on Model-Based Clustering and Classification , Salvatore Ingrassia, Sep 2016, Catane, Italy
Conference papers hal-01437468v1

Random Forests and Kernel Methods

Erwan Scornet
IEEE Transactions on Information Theory, 2016, PP (99), pp.1-1. ⟨10.1109/TIT.2016.2514489⟩
Journal articles hal-01255002v1

Adaptive kernel estimation of the baseline function in the Cox model with high-dimensional covariates

Agathe Guilloux , Sarah Lemler , Marie-Luce Taupin
Journal of Multivariate Analysis, 2016, 148, pp.141-159. ⟨10.1016/j.jmva.2016.03.002⟩
Journal articles hal-01327412v1

Additive regression model for stationary and ergodic continuous time processes

Salim Bouzebda , Sultana Didi
Communications in Statistics - Theory and Methods, 2016, 46 (5), pp.2454 - 2493. ⟨10.1080/03610926.2015.1048882⟩
Journal articles hal-01764362v1

Grouped variable importance with random forests and application to multiple functional data analysis

Baptiste Gregorutti , Bertrand Michel , Philippe Saint-Pierre
Computational Statistics and Data Analysis, 2015, 90, pp.15 - 35. ⟨10.1016/j.csda.2015.04.002⟩
Journal articles hal-01935926v1

Correlation and variable importance in random forests

Baptiste Gregorutti , Bertrand Michel , Philippe Saint-Pierre
Statistics and Computing, 2017, 27 (3), pp.659 - 678. ⟨10.1007/s11222-016-9646-1⟩
Journal articles hal-01935918v1

Multi-state models and cost-effectiveness analysis

Philippe Saint-Pierre
Journal de gestion et d’économie médicales, 2016, 34 (2), pp.133
Journal articles hal-01979835v1

Assessing model-based clustering methods with cytometry data sets

Jean-Patrick Baudry , Gilles Celeux
IFCS 2017 - Conference of the International Federation of Classification Societies, Aug 2017, Tokyo, Japan
Conference papers hal-01649085v1

Finding solutions of fuzzy polynomial equations systems by an Algebraic method

Marziyeh Boroujeni , Abdolali Basiri , Sajjad Rahmany , Annick Valibouze
Journal of Intelligent and Fuzzy Systems, 2016, 30 (2), pp.791-800. ⟨10.3233/IFS-151801⟩
Journal articles hal-01317748v1

A random forest guided tour (with comments and a rejoinder by the authors)

Gérard Biau , Erwan Scornet
Test, 2016, 25, pp.197-227
Journal articles hal-01361796v1

EM for mixtures-Initialization requires special care

Jean-Patrick Baudry , Gilles Celeux
Statistics and Computing, 2015
Journal articles hal-01256833v1

Subsampling Methods for Persistent Homology

Frédéric Chazal , Brittany Terese Fasy , Fabrizio Lecci , Bertrand Michel , Alessandro Rinaldo , et al.
International Conference on Machine Learning (ICML 2015), Jul 2015, Lille, France
Conference papers hal-01073073v1

Rates of convergence for robust geometric inference

Frédéric Chazal , Pascal Massart , Bertrand Michel
Preprints, Working Papers, ... hal-01157551v1

Optimal learning with Bernstein online aggregation

Olivier Wintenberger
Machine Learning, 2016, pp.1-23. ⟨10.1007/s10994-016-5592-6⟩
Journal articles hal-01380175v1

Solving Fuzzy Systems in Dual Form using Wu's Method

Marziyeh Boroujeni , Abdolali Basiri , Sajjad Rahmany , Annick Valibouze
International Journal of Fuzzy Systems, 2015, 17 (3), pp.280-291. ⟨10.1007/s40815-015-0033-4⟩
Journal articles hal-01141203v1

Lectures on the nearest neighbor method

Gérard Biau , L. Devroye
Springer, 290 p., 2015, Springer Series in the Data Sciences
Books hal-01263265v1

Computing syzygies over V[X_1,…,X_k], V a valuation domain

Lionel Ducos , Annick Valibouze , Ihsen Yengui
Journal of Algebra, 2015, Computational Section, 425, pp.133-145. ⟨10.1016/j.jalgebra.2014.11.018⟩
Journal articles hal-01072255v1