A random forest guided tour G Biau, E Scornet Test 25, 197-227, 2016 | 1976 | 2016 |

Analysis of a random forests model G Biau The Journal of Machine Learning Research 13 (1), 1063-1095, 2012 | 1554 | 2012 |

Consistency of random forests and other averaging classifiers. G Biau, L Devroye, G Lugosi Journal of Machine Learning Research 9 (9), 2008 | 712 | 2008 |

Consistency of random forests E Scornet, G Biau, JP Vert | 528 | 2015 |

Lectures on the nearest neighbor method G Biau, L Devroye Springer International Publishing, 2015 | 281 | 2015 |

Functional classification in Hilbert spaces G Biau, F Bunea, MH Wegkamp IEEE Transactions on Information Theory 51 (6), 2163-2172, 2005 | 195 | 2005 |

Functional classification in Hilbert spaces G Biau, F Bunea, MH Wegkamp IEEE Transactions on Information Theory 51 (6), 2163-2172, 2005 | 195 | 2005 |

On the performance of clustering in Hilbert spaces G Biau, L Devroye, G Lugosi IEEE Transactions on Information Theory 54 (2), 781-790, 2008 | 166 | 2008 |

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 | 159 | 2010 |

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 | 143 | 1999 |

Supervised reconstruction of biological networks with local models K Bleakley, G Biau, JP Vert Bioinformatics 23 (13), i57-i65, 2007 | 139 | 2007 |

New insights into approximate Bayesian computation G Biau, F Cérou, A Guyader Annales de l'IHP Probabilités et statistiques 51 (1), 376-403, 2015 | 128 | 2015 |

Nonparametric spatial prediction G Biau, B Cadre Statistical Inference for Stochastic Processes 7, 327-349, 2004 | 115 | 2004 |

Probability estimation with machine learning methods for dichotomous and multicategory outcome: theory J Kruppa, Y Liu, G Biau, M Kohler, IR Koenig, JD Malley, A Ziegler Biometrical Journal 56 (4), 534-563, 2014 | 101 | 2014 |

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 | 99 | 2010 |

Accelerated gradient boosting G Biau, B Cadre, L Rouvìère Machine learning 108, 971-992, 2019 | 98 | 2019 |

Sparse single-index model. P Alquier, G Biau Journal of Machine Learning Research 14 (1), 2013 | 92 | 2013 |

A weighted *k*-nearest neighbor density estimate for geometric inferenceG Biau, F Chazal, D Cohen-Steiner, L Devroye, C Rodriguez | 89 | 2011 |

Rates of Convergence of the Functional -Nearest Neighbor Estimate G Biau, F Cérou, A Guyader IEEE Transactions on Information Theory 56 (4), 2034-2040, 2010 | 71 | 2010 |

Functional supervised classification with wavelets A Berlinet, G Biau, L Rouviere Annales de l'ISUP 52 (1-2), 61-80, 2008 | 71 | 2008 |