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Robust Regression through the Huber's criterion and adaptive lasso penalty

Sophie Lambert-Lacroix , Laurent Zwald
Electronic Journal of Statistics , 2011, 5, pp.1015-1053. ⟨10.1214/11-EJS635⟩
Article dans une revue hal-00661864v1
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A Comparison of Methods for Analysing Logistic Regression Models with both Clinical and Genomic Variables

Caroline Bazzoli , Sophie Lambert-Lacroix
ERCIM 2014 - 7th International Conference of the ERCIM Working Group on Computational and Methodological Statistics, Dec 2014, Pise, Italy
Poster de conférence hal-01905592v1

Peaks detection and alignment for mass spectrometry data

Anestis Antoniadis , Jérémie Bigot , Sophie Lambert-Lacroix
Journal de la Société Française de Statistique, 2010, 151 (1), pp.17-37
Article dans une revue hal-00629178v1
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Classification based on extensions of LS-PLS using logistic regression: application to clinical and multiple genomic data

Caroline Bazzoli , Sophie Lambert-Lacroix
BMC Bioinformatics, 2018, 19 (1), ⟨10.1186/s12859-018-2311-2⟩
Article dans une revue hal-01405101v3
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The adaptive BerHu penalty in robust regression

Sophie Lambert-Lacroix , Laurent Zwald
Journal of Nonparametric Statistics, 2016, 28 (3), pp.487 - 514. ⟨10.1080/10485252.2016.1190359⟩
Article dans une revue hal-01882461v1

Partial Least Squares and Cox model with application to gene expression

Sophie Lambert-Lacroix , Frédérique Letué
2011
Pré-publication, Document de travail hal-00568234v1

PLS et modèle de Cox avec application aux données d'expression de gènes

Sophie Lambert-Lacroix , Frédérique Letué
43èmes journées de Statistique, May 2011, Tunis, Tunisie
Communication dans un congrès hal-00852085v1
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Maximum entropy for periodically correlated processes from nonconsecutive autocovariance coefficients

Georgy Boshnakov , Sophie Lambert-Lacroix
Journal of Time Series Analysis, 2009, 30 (5), pp.467-486. ⟨10.1111/j.1467-9892.2009.00619.x⟩
Article dans une revue istex hal-00354373v1
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Pairwise likelihood estimation for multivariate mixed Poisson models generated by Gamma intensities

Florent Chatelain , Sophie Lambert-Lacroix , Jean-Yves Tourneret
Statistics and Computing, 2009, 19 (3), pp.283-301. ⟨10.1007/s11222-008-9092-9⟩
Article dans une revue istex hal-00853135v1

On Gaussian random fields simulations

Alexandre Brouste , Jacques Istas , Sophie Lambert-Lacroix
[Research Report] TR07009, Interuniversity Attraction Pole, Statistics network. 2007
Rapport hal-00853908v1

Nonparametric Pre-processing Methods and Inference Tools for Analyzing Time-of-Flight Mass Spectrometry Data

Anestis Antoniadis , Jérémie Bigot , Sophie Lambert-Lacroix , Frédérique Letué
Current Analytical Chemistry, 2007, 3 (2), pp.127-147. ⟨10.2174/157341107780361718⟩
Article dans une revue hal-00171452v1

Wavelet-based clustering for mixed-effects functional models

Madison Giacofci , Sophie Lambert-Lacroix , Franck Picard
43eme Journées de Statistiques, May 2011, Gammarth, Tunisie
Communication dans un congrès hal-00987676v1
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Minimax wavelet estimation for multisample heteroscedastic nonparametric regression

Madison Giacofci , Sophie Lambert-Lacroix , Franck Picard
Journal of Nonparametric Statistics, 2018, 30 (1), pp.238-261. ⟨10.1080/10485252.2017.1406091⟩
Article dans une revue hal-02270811v1

Penalized estimation in additive varying coefficient models using grouped regularization

Anestis Antoniadis , Irène Gijbels , Sophie Lambert-Lacroix
Statistical Papers, 2014, 55 (3), pp.727-750. ⟨10.1007/s00362-013-0522-1⟩
Article dans une revue hal-02271084v1

On fractional Gaussian random fields simulations

Alexandre Brouste , Jacques Istas , Sophie Lambert-Lacroix
Journal of Statistical Software, 2007, 23 (1), pp.1-23
Article dans une revue hal-00853131v1
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Extension of the EM-algorithm using PLS to fit linear mixed effects models for high dimensional repeated data

Caroline Bazzoli , Sophie Lambert-Lacroix , Marie-José Martinez
IBC 2018-29th International Biometric Conference, Jul 2018, Barcelona, Spain
Poster de conférence hal-01834609v1
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Conditional fractional Gaussian fields with the package FieldSim

Alexandre Brouste , Jacques Istas , Sophie Lambert-Lacroix
The R Journal, 2016, 8 (1), pp.38-47
Article dans une revue hal-02271831v1

Wavelet-based clustering for mixed-effects functional models in high dimension

Madison Giacofci , Sophie Lambert-Lacroix , Guillemette Marot , Franck Picard
Biometrics, 2013, 69 (1), pp.31-40. ⟨10.1111/j.1541-0420.2012.01828.x⟩
Article dans une revue istex hal-00782458v1

Partial least square based approaches for high-dimensional linear mixed models

Caroline Bazzoli , Sophie Lambert-Lacroix , Marie-José Martinez
Statistical Methods and Applications, 2023, 32, pp.769-786. ⟨10.1007/s10260-023-00685-2⟩
Article dans une revue hal-03971003v1

Composite likelihood estimation for multivariate mixed Poisson models generated by Gamma intensities

Florent Chatelain , Sophie Lambert-Lacroix , Jean-Yves Tourneret
[Research Report] TR07014, Interuniversity Attraction Pole, Statistics network. 2007
Rapport hal-00853909v1
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Joint estimation and variable selection for mean and dispersion in proper dispersion models

Anestis Antoniadis , Irène Gijbels , Sophie Lambert-Lacroix , Jean-Michel Poggi
Electronic Journal of Statistics , 2016, 10 (1), pp.1630-1676. ⟨10.1214/16-EJS1152⟩
Article dans une revue hal-02271801v1
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Probabilistic Count Matrix Factorization for Single Cell Expression Data Analysis

Ghislain Durif , Laurent Modolo , Jeff E. Mold , Sophie Lambert-Lacroix , Franck Picard
RECOMB 2018 - 22nd Annual International Conference on Research in Computational Molecular Biology, Ecole Polytechnique, Apr 2018, Paris, France. pp.254-255
Communication dans un congrès hal-01962030v1
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Probabilistic Count Matrix Factorization for Single Cell Expression Data Analysis

Ghislain Durif , Laurent Modolo , Jeff E Mold , Sophie Lambert-Lacroix , Franck Picard
Bioinformatics, 2019, 35, 20, pp.4011-4019. ⟨10.1093/bioinformatics/btz177⟩
Article dans une revue hal-01649275v3
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High Dimensional Classification with combined Adaptive Sparse PLS and Logistic Regression

Ghislain Durif , Laurent Modolo , Jakob Michaelsson , Jeff E. Mold , Sophie Lambert-Lacroix , et al.
Bioinformatics, 2018, 34 (3), pp.485-493. ⟨10.1093/bioinformatics/btx571⟩
Article dans une revue hal-01587360v1