Team, Visitors, External Collaborators
Overall Objectives
Research Program
Application Domains
Highlights of the Year
New Software and Platforms
New Results
Bilateral Contracts and Grants with Industry
Partnerships and Cooperations
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Publications of the year

Doctoral Dissertations and Habilitation Theses

N. Brosse.
Around the Langevin Monte Carlo algorithm : extensions and applications, Université Paris Saclay, June 2019.
B. Karimi.
Non-Convex Optimization for Latent Data Models : Algorithms, Analysis and Applications, Université Paris-Saclay, September 2019.
G. Robin.
Low-rank methods for heterogeneous and multi-source data, Université Paris-Saclay, June 2019.

Articles in International Peer-Reviewed Journals

A. Havet, M. Lerasle, É. Moulines.
Density estimation for RWRE, in: Mathematical Methods of Statistics, March 2019, [ DOI : 10.3103/S1066530719010022 ]
F. Husson, J. Josse, B. Narasimhan, G. Robin.
Imputation of mixed data with multilevel singular value decomposition, in: Journal of Computational and Graphical Statistics, 2019,, forthcoming. [ DOI : 10.1080/10618600.2019.1585261 ]
W. Jiang, J. Josse, M. Lavielle.
Logistic Regression with Missing Covariates – Parameter Estimation, Model Selection and Prediction, in: Computational Statistics and Data Analysis, December 2019, 106907 p,, forthcoming. [ DOI : 10.1016/j.csda.2019.106907 ]
B. Karimi, M. Lavielle, É. Moulines.
f-SAEM: A fast Stochastic Approximation of the EM algorithm for nonlinear mixed effects models, in: Computational Statistics and Data Analysis, July 2019, forthcoming. [ DOI : 10.1016/j.csda.2019.07.001 ]
L. , M. Berge, A. Tfayli, A. Baillet-Guffroy, P. Prognon, A. Dowek, E. Caudron.
Quantification of gemcitabine intravenous drugs by direct measurement in chemotherapy plastic bags using a handheld Raman spectrometer, in: Talanta, May 2019, vol. 196, pp. 376-380. [ DOI : 10.1016/j.talanta.2018.11.062 ]
A. Marguet, M. Lavielle, E. Cinquemani.
Inheritance and variability of kinetic gene expression parameters in microbial cells: modeling and inference from lineage tree data, in: Bioinformatics, 2019, vol. 35, no 14, pp. i586-i595. [ DOI : 10.1093/bioinformatics/btz378 ]
G. Robin, J. Josse, É. Moulines, S. Sardy.
Low-rank model with covariates for count data analysis, in: Journal of Multivariate Analysis, April 2019, vol. 173,
G. Robin, O. Klopp, J. Josse, É. Moulines, R. Tibshirani.
Main effects and interactions in mixed and incomplete data frames, in: Journal of the American Statistical Association, June 2019. [ DOI : 10.1080/01621459.2019.1623041 ]
M. Touzot, P. Seris, C. Maheas, J. Vanmassenhove, A.-L. Langlois, K. Moubakir, S. Laplanche, T. Petitclerc, C. Ridel, M. Lavielle.
A mathematical model to predict BNP levels in hemodialysis patients, in: Nephrology, 2019. [ DOI : 10.1111/nep.13586 ]

Invited Conferences

B. Karimi, B. Miasojedow, É. Moulines, H.-T. Wai.
Non-asymptotic Analysis of Biased Stochastic Approximation Scheme, in: COLT 2019 - 32nd Annual Conference on Conference on Learning Theory, Phoenix, United States, 2019, pp. 1 - 33.

International Conferences with Proceedings

B. Karimi, M. Lavielle.
Efficient Metropolis-Hastings sampling for nonlinear mixed effects models, in: BAYSM 2018 - Bayesian Young Statisticians Meeting, Warwick, United Kingdom, Bayesian Statistics and New Generations - Proceedings of BAYSM, Springer, 2019.
B. Karimi, H.-T. Wai, É. Moulines, M. Lavielle.
On the Global Convergence of (Fast) Incremental Expectation Maximization Methods, in: NeurIPS 2019 - 33th Annual Conference on Neural Information Processing Systems, Vancouver, Canada, December 2019.

Conferences without Proceedings

V. Audigier, F. Husson, J. Josse, M. Resche-Rigon.
Imputation multiple pour données mixtes par analyse factorielle, in: JdS2019 - 51es Journées de Statistique de la Société Française de Statistique, Vandœuvre-lès-Nancy, France, Société Française de Statistique, June 2019.
T. Levent, P. Preux, E. Le Pennec, J. Badosa, G. Henri, Y. Bonnassieux.
Energy Management for Microgrids: a Reinforcement Learning Approach, in: ISGT-Europe 2019 - IEEE PES Innovative Smart Grid Technologies Europe, Bucharest, France, IEEE, September 2019, pp. 1-5. [ DOI : 10.1109/ISGTEurope.2019.8905538 ]

Other Publications

F. Chouly, J. Loubani, A. Lozinski, B. Méjri, K. Merito, S. Passos, A. Pineda.
Computing bi-tangents for transmission belts, January 2020, working paper or preprint.
W. Jiang, M. Bogdan, J. Josse, B. Miasojedow, V. Rockova.
Adaptive Bayesian SLOPE—High-dimensional Model Selection with Missing Values, January 2020, working paper or preprint.
J. Josse, N. Prost, E. Scornet, G. Varoquaux.
On the consistency of supervised learning with missing values, March 2019, - working paper or preprint.
B. Karimi, M. Lavielle, É. Moulines.
On the Convergence Properties of the Mini-Batch EM and MCEM Algorithms, October 2019, working paper or preprint.
A. Sportisse, C. Boyer, J. Josse.
Imputation and low-rank estimation with Missing Non At Random data, January 2019, - working paper or preprint.