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Céline Lévy-Leduc

Professeur de statistique à AgroParisTech
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A dimension reduction factor approach for multivariate time series with long-memory. A robust alternative method

Valdério Anselmo Reisen , Céline Lévy-Leduc , Edson Zambon Monte , Pascal Bondon
Statistical Papers, 2023, ⟨10.1007/s00362-023-01504-2⟩
Article dans une revue hal-04225878v1
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Identification of prognostic and predictive biomarkers in high-dimensional data with PPLasso

Wencan Zhu , Céline Lévy-Leduc , Nils Ternès
BMC Bioinformatics, 2023, 24 (1), pp.25. ⟨10.1186/s12859-023-05143-0⟩
Article dans une revue hal-03559682v1
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Variable selection in sparse GLARMA models

Marina Gomtsyan , Céline Lévy-Leduc , Sarah Ouadah , Laure Sansonnet , Thomas Blein
Statistics, 2022, 56 (4), pp.755-784. ⟨10.1080/02331888.2022.2090943⟩
Article dans une revue hal-03763853v1
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A spectral approach to estimate the autocovariance function

Céline Lévy-Leduc , Pascal Bondon , Valdério Reisen
Journal of Statistical Planning and Inference, 2022, 221, pp.281-298. ⟨10.1016/j.jspi.2022.05.005⟩
Article dans une revue hal-03695445v1
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Estimation of large block structured covariance matrices: Application to "multi-omic" approaches to study seed quality

Marie Perrot-Dockes , Céline Lévy-Leduc , Loïc Rajjou
Journal of the Royal Statistical Society: Series C Applied Statistics, 2022, 71 (1), pp.119-147. ⟨10.1111/rssc.12524⟩
Article dans une revue hal-02183239v1
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An active learning approach for improving the performance of equilibrium based chemical simulations

Mary Savino , Céline Lévy-Leduc , Marc Leconte , Benoit Cochepin
Computational Geosciences, 2022, 26 (2), pp.365-380. ⟨10.1007/s10596-022-10130-0⟩
Article dans une revue hal-03396819v1
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M-regression spectral estimator for periodic ARMA models. An empirical investigation

Alessandro José Queiroz Sarnaglia , Valdério Anselmo Reisen , Pascal Bondon , Céline Lévy-Leduc
Stochastic Environmental Research and Risk Assessment, 2021, 35 (3), pp.653-664. ⟨10.1007/s00477-020-01958-y⟩
Article dans une revue hal-03185742v1
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A variable selection approach for highly correlated predictors in high-dimensional genomic data

Wencan Zhu , Céline Lévy-Leduc , Nils Ternes
Bioinformatics, 2021, 37 (16), pp.2238-2244. ⟨10.1093/bioinformatics/btab114⟩
Article dans une revue hal-02904344v1
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A novel regularized approach for functional data clustering: An application to milking kinetics in dairy goats

Christophe Denis , Emilie Lebarbier , C. Lévy-Leduc , Olivier Martin , Laure Sansonnet
Journal of the Royal Statistical Society: Series C Applied Statistics, 2020, 69 (3), pp.623-640. ⟨10.1111/rssc.12404⟩
Article dans une revue hal-02191217v1
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Robust factor modelling for high-dimensional time series: An application to air pollution data

Valdério Anselmo Reisen , Adriano Marcio Sgrancio , Céline Lévy-Leduc , Edson Zambon Monte , Higor Henrique Aranda Cotta
Applied Mathematics and Computation, 2019, 346, pp.842-852. ⟨10.1016/j.amc.2018.09.062⟩
Article dans une revue hal-02902032v1
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A Quantitative Multivariate Model of Human Dendritic Cell-T Helper Cell Communication

Maximilien Grandclaudon , Marie Perrot-Dockes , Coline Trichot , Léa Karpf , Omar Abouzid
Cell, 2019, 179 (2), pp.432-447.e21. ⟨10.1016/j.cell.2019.09.012⟩
Article dans une revue hal-02316607v1

M-periodogram for the analysis of long-range dependent time series

F.A. Fajardo , Valdério Anselmo Reisen , Celine Levy Leduc , M.S. Taqqu
Statistics, 2018, 52 (3), pp.665-683. ⟨10.1080/02331888.2018.1427751⟩
Article dans une revue hal-01707551v1
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Nonparametric multiple change-point estimation for analyzing large Hi-C data matrices

Vincent Brault , Sarah Ouadah , Laure Sansonnet , Céline Lévy-Leduc
Journal of Multivariate Analysis, 2018, 165, pp.143-165. ⟨10.1016/j.jmva.2017.12.005⟩
Article dans une revue hal-01468198v2
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Variable selection in multivariate linear models with high-dimensional covariance matrix estimation

Marie Perrot-Dockès , Celine Levy Leduc , Laure Sansonnet , Julien Chiquet
Journal of Multivariate Analysis, 2018, 166, pp.78-97. ⟨10.1016/j.jmva.2018.02.006⟩
Article dans une revue hal-02621107v1
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Change-point estimation in the multivariate model taking into account the dependence: Application to the vegetative development of oilseed rape

Vincent Brault , C. Lévy-Leduc , Amélie Mathieu , Alexandra Jullien
Journal of Agricultural, Biological, and Environmental Statistics, 2018, 23 (3), pp.374-389. ⟨10.1007/s13253-018-0324-y⟩
Article dans une revue hal-01809633v1

Improving heritability estimation by a variable selection approach in sparse high dimensional linear mixed models

Anna Bonnet , Céline Lévy-Leduc , Elisabeth Gassiat , Roberto Toro , Thomas Bourgeron
Journal of the Royal Statistical Society: Series C Applied Statistics, 2018, 67 (4), pp.813-839. ⟨10.1111/rssc.12261⟩
Article dans une revue hal-01707553v1
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A variable selection approach in the multivariate linear model: an application to LC-MS metabolomics data

Marie Perrot-Dockes , Celine Levy Leduc , Julien Chiquet , Laure Sansonnet , Margaux Brégère
Statistical Applications in Genetics and Molecular Biology, 2018, 17 (5), pp.20170077. ⟨10.1515/sagmb-2017-0077⟩
Article dans une revue hal-01896164v1

An M-estimator for the long-memory parameter

Valdério A. Reisen , Céline Lévy-Leduc , Murad S. Taqqu
Journal of Statistical Planning and Inference, 2017, 187, pp.44-55. ⟨10.1016/j.jspi.2017.02.008⟩
Article dans une revue hal-01533848v1

A robust approach for estimating change-points in the mean of an AR(1) process

Souhil Chakar , Céline Levy Leduc , Stephane Robin , E. Lebarbier
Bernoulli, 2017, 23 (2), pp.1408-1447. ⟨10.3150/15-BEJ782⟩
Article dans une revue hal-01530852v1

Robust Dickey-Fuller tests based on ranks for time series with additive outliers

Valdério Anselmo Reisen , Céline Levy-Leduc , Marcelo Bourguignon , Hélène Boistard
Metrika, 2017, 80 (1), pp.115-131. ⟨10.1007/s00184-016-0594-8⟩
Article dans une revue hal-01588596v1
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Efficient block boundaries estimation in block-wise constant matrices: An Application to HiC data

Vincent Brault , Julien Chiquet , Céline Lévy-Leduc
Electronic Journal of Statistics , 2017, Electronic Journal of Statistics, 11 (1), pp.1570-1599. ⟨10.1214/17-EJS1270⟩
Article dans une revue hal-01455732v1
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Estimating the number of block boundaries from diagonal blockwise matrices without penalization

Vincent Brault , Maud Delattre , Tristan Mary-Huard , Céline Leduc
Scandinavian Journal of Statistics, 2017, 44 (2), pp.563-580. ⟨10.1111/sjos.12266⟩
Article dans une revue hal-01533843v1

Sequential design of computer experiments for the assessment of fetus exposure to electromagnetic fields

Marjorie Jala , Celine C. Levy Leduc , Emmanuelle Conil , Joe Wiart
Technometrics, 2016, 58 (1), pp.30--42. ⟨10.1080/00401706.2014.979951⟩
Article dans une revue hal-01418859v1
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Heritability estimation in high dimensional sparse linear mixed models

Anna Bonnet , Elisabeth Gassiat , Céline Levy Leduc
Electronic Journal of Statistics , 2015, 9 (2), pp.2099-2129. ⟨10.1214/15-EJS1069⟩
Article dans une revue hal-01540984v1
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Homogeneity and change-point detection tests for multivariate data using rank statistics

Alexandre Lung Yut Fong , Celine Levy Leduc , Olivier Cappe
Journal de la Société Française de Statistique, 2015, 156 (4), pp.133-162
Article dans une revue hal-01528845v1

Les nouveaux défis de la biologie moléculaire

Celine Levy Leduc , Stephane Robin
Symbiose (Magazine d'Agroparistech Alumni), 2015, 12
Article dans une revue hal-01537747v1

Editorial du numéro spécial sur la détection de ruptures

E. Lebarbier , C. Lévy-Leduc
Journal de la Société Française de Statistique, 2015, 156 (4), pp.58-59
Article dans une revue hal-01568797v1

Modeling and forecasting daily average PM10 concentrations by a seasonal long-memory model with volatility

Valderio Anselmo Reisen , Alessandro Jose Queiroz Sarnaglia , Neyval Costa Reis , Céline Levy Leduc , Jane Meri Santos
Environmental Modelling and Software, 2014, 51, pp.286 - 295. ⟨10.1016/j.envsoft.2013.09.027⟩
Article dans une revue hal-01197639v1

Hermite ranks and -statistics

Céline Levy Leduc , M. S. Taqqu
Metrika, 2014, 77 (1), pp.105 - 136. ⟨10.1007/s00184-013-0474-4⟩
Article dans une revue hal-01197638v1
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Central limit theorem for the robust log-regression wavelet estimation of the memory parameter in the Gaussian semi-parametric context

Olaf O. Kouamo , Celine C. Levy Leduc , Eric E. Moulines
Bernoulli, 2013, 19 (1), pp.172-204. ⟨10.3150/11-BEJ398⟩
Article dans une revue hal-01000058v1
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Long-range dependence and the ranks of decompositions

Celine C. Levy Leduc , Murad M. Taqqu
Contemporary mathematics, 2013, pp.1-14
Article dans une revue hal-01001307v1

Distributed detection/localization of change-points in highdimensional network traffic data

A. Lung-Yut-Fong , C. Lévy-Leduc , O. Cappé
Statistics and Computing, 2012, 22 (485-496)
Article dans une revue hal-01568799v1
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Distributed detection/localization of change-points in high-dimensional network traffic data

Alexandre Lung-Yut-Fong , Céline Lévy-Leduc , Olivier Cappé
Statistics and Computing, 2011, pp.1-12. ⟨10.1007/s11222-011-9240-5⟩
Article dans une revue hal-00420862v2

Multiple Change-Point Estimation With a Total Variation Penalty

Zaid Harchaoui , Céline Lévy-Leduc
Journal of the American Statistical Association, 2010, 105 (492), pp.1480-1493. ⟨10.1198/jasa.2010.tm09181⟩
Article dans une revue hal-00923474v1
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Adaptive tests for periodic signal detection with applications to laser vibrometry

Magalie Fromont , Céline Lévy-Leduc
ESAIM: Probability and Statistics, 2006, 10, pp.46-75. ⟨10.1051/ps:1006002⟩
Article dans une revue hal-00457760v1

A novel approach for estimating functions in the multivariate setting based on an adaptive knot selection for B-splines

Mary Savino , Céline Lévy-Leduc
COMPSTAT2023, 2023, London (UK), United Kingdom
Communication dans un congrès hal-04239697v1

Variable selection in sparse multivariate GLARMA models: Application to germination control by environment

M. Gomtsyan , Céline Lévy-Leduc , Sarah Ouadah , Laure Sansonnet , Christophe Bailly
Statistical Methods for Post Genomic Data (SMPGD) 2023, Feb 2023, Ghent (BE), Belgium
Communication dans un congrès hal-04239746v1

Identification of prognostic and predictive biomarkers in high-dimensional data with PPLasso

Wencan Zhu , Céline Lévy-Leduc , Nils Ternès
International Society for Clinical Biostatistics, 2022, Newcastle (GB), United Kingdom
Communication dans un congrès hal-04224689v1

Variable selection in sparse GLARMA models

M. Gomtsyan , Céline Lévy-Leduc , Sarah Ouadah , Laure Sansonnet
Statistical Methods for Post-Genomic Data, 2022, Nantes (44000), France
Communication dans un congrès hal-04224705v1

A variable selection approach for highly correlated predictors in high-dimensional settings: An application to gene expression data

Wencan Zhu , Céline Lévy-Leduc , Nils Ternès
International Society for Clinical Biostatistics, 2020, Krakow, Poland, Poland
Communication dans un congrès hal-04224715v1

A robust alternative to the sample autocovariance and autocorrelation functions

Higor Cotta , Valderio A. Reisen , Pascal Bondon , Céline Lévy-Leduc
International Conference on Robust Statistics, May 2019, Guayaquil, Ecuador
Communication dans un congrès hal-02358679v1

A robust alternative for the estimation of autocovariance from the frequency domain for multivariate processes

Higor Cotta , Valderio A. Reisen , Pascal Bondon , Céline Lévy-Leduc
International Work-Conference on Time Series, Sep 2018, Granada, Spain. pp.1011 - 1012
Communication dans un congrès hal-01886240v1

A robust estimation approach for fitting a PARMA model to real data

Alessandro Jose Queiroz Sarnaglia , Valderio Anselmo Reisen , Pascal Bondon , Céline Lévy-Leduc
2016 IEEE Statistical Signal Processing Workshop (SSP), Jun 2016, Palma de Mallorca, Spain. 5 p., ⟨10.1109/ssp.2016.7551740⟩
Communication dans un congrès hal-01560258v1
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Fast Detection of Block Boundaries in Block-Wise Constant Matrices

Vincent Brault , Julien Chiquet , Céline Lévy-Leduc
12th International Conference on Machine Learning and Data Mining in Pattern Recognition (MLDM 2016), Petra Perner, Jul 2016, New York, NY, United States. pp.214-228, ⟨10.1007/978-3-319-41920-6_16⟩
Communication dans un congrès hal-01574362v1

Test d'homogénéité non-paramétrique pour les données Hi-C

Vincent Brault , Celine C. Levy Leduc , Sarah Ouadah , Laure Sansonnet
48èmes Journées de Statistique de la SFdS , May 2016, Montpellier, France
Communication dans un congrès hal-01589407v1

Diagonal blockwise matrix segmentation in computational biology

Tristan Mary-Huard , Stephane Robin , Celine Levy Leduc , Maud Delattre , Vincent Brault
IFCAM Workshop, 2016, Bangalore, India
Communication dans un congrès hal-02795763v1
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Two-dimensional segmentation for analyzing HiC data

Celine Levy Leduc , Maud Delattre , Tristan Mary-Huard , Stephane Robin
ECCB 2014: The 13th European Conference on Computational Biology, Sep 2014, Strasbourg, France. pp.386-392, ⟨10.1093/bioinformatics/btu443⟩
Communication dans un congrès hal-01148580v1

Several approaches for detecting change-points in high-dimensional network traffic data

Céline Lévy-Leduc
Data Analysis for CyberSecurity, Mar 2013, Bristol, United Kingdom
Communication dans un congrès hal-01585571v1

Sequential design of experiments for parameter estimation with application to numerical dosimetr

Marjorie Jala , Céline Lévy-Leduc , Éric Moulines , Emmanuelle Conil , Joe Wiart
In European Signal Processing Conference (EUSIPCO), Aug 2012, Bucharest, Romania
Communication dans un congrès hal-01587096v1

Regularization Methods for Intercepted Radar Signals

T. Rebafka , C. Levy-Leduc , M. Charbit
IEEE Radar Conference 2011, May 2011, Kansas City, MO,, United States. pp.393-396, ⟨10.1109/RADAR.2011.5960567⟩
Communication dans un congrès hal-00705444v1
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Robust Retrospective Multiple Change-point Estimation for Multivariate Data

Alexandre Lung-Yut-Fong , Céline Lévy-Leduc , Olivier Cappé
Statistical Signal Processing Workshop, Jun 2011, Nice, France. pp.405--408, ⟨10.1109/SSP.2011.5967716⟩
Communication dans un congrès hal-00564410v2
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Sélection de variables dans le modèle linéaire général en grande dimension : application à des approches ``multi-omiques'' pour l'étude de la qualité des graines

Marie Perrot-Dockès , Céline Lévy-Leduc , Gwendal Cueff , Loïc Rajjou
Intégration de données biologiques approches informatiques et statistiques, 2022, ISBN 9781789480306
Chapitre d'ouvrage hal-04224673v1
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An Overview of Robust Spectral Estimators

Valdério Reisen , Céline Lévy-Leduc , Higor Cotta , Pascal Bondon , Márton Ispány
Springer International Publishing. Cyclostationarity: Theory and Methods IV, pp.204-224, 2020, ⟨10.1007/978-3-030-22529-2_12⟩
Chapitre d'ouvrage hal-02360657v1

Long-memory models under outliers : an application to air pollution levels

Valdério Anselmo Reisen , Celine Levy Leduc , H.H.A Cotta
Air and Noise Pollution, 3, Springer, 2017, Environmental Science and Engineering
Chapitre d'ouvrage hal-01544624v1

Several approaches for detecting anomalies in network traffic data

Celine Levy Leduc
Data analysis for network cyber-security, Niall Adams and Nicholas Heard, 200 p., 2014, 978-1-78326-374-5
Chapitre d'ouvrage hal-01197641v1
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A novel approach for estimating functions in the multivariate setting based on an adaptive knot selection for B-splines with an application to a chemical system used in geoscience

Mary E. Savino , Céline Lévy-Leduc
2024
Pré-publication, Document de travail hal-04117880v2
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A novel variable selection method in nonlinear multivariate models using B-splines with an application to geoscience

Mary E Savino , Céline Lévy-Leduc
2024
Pré-publication, Document de travail hal-04434820v2
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VARIABLE SELECTION IN SPARSE MULTIVARIATE GLARMA MODELS: APPLICATION TO GERMINATION CONTROL BY ENVIRONMENT

M Gomtsyan , Céline Lévy-Leduc , Sarah Ouadah , Laure Sansonnet , C Bailly
2022
Pré-publication, Document de travail hal-03905876v1
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Sign Consistency of the Generalized Elastic Net Estimator

Wencan Zhu , Eric Houngla Adjakossa , Céline Lévy-Leduc , Nils Ternès
2021
Pré-publication, Document de travail hal-03254462v1

Variable selection in sparse GLARMA models

M. Gomtsyan , C. Lévy-Leduc , Sarah Ouadah , Laure Sansonnet
2020
Pré-publication, Document de travail hal-02903367v1
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Homogeneity and change-point detection tests for multivariate data using rank statistics

Alexandre Lung-Yut-Fong , Céline Lévy-Leduc , Olivier Cappé
2012
Pré-publication, Document de travail hal-00607410v3
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Central limit theorem for the robust log-regression wavelet estimation of the memory parameter in the Gaussian semi-parametric context

Olaf Kouamo , Céline Lévy-Leduc , Éric Moulines
2011
Pré-publication, Document de travail hal-00536394v2
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OMP-type Algorithm with Structured Sparsity Patterns for Multipath Radar Signals

Tabea Rebafka , Céline Lévy-Leduc , Maurice Charbit
2011
Pré-publication, Document de travail hal-00580140v1
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Robust estimation of the scale and of the autocovariance function of Gaussian short and long-range dependent processes

Céline Lévy-Leduc , Hélène Boistard , Éric Moulines , Murad S. Taqqu , Valderio A. Reisen
2009
Pré-publication, Document de travail hal-00442875v1
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Asymptotic properties of U-processes under long-range dependence

Céline Lévy-Leduc , Hélène Boistard , Éric Moulines , Murad S. Taqqu , Valderio A. Reisen
2009
Pré-publication, Document de travail hal-00442874v2
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Frequency estimation based on the cumulated Lomb-Scargle periodogram

Céline Lévy-Leduc , Éric Moulines , François Roueff
2007
Pré-publication, Document de travail hal-00133933v2