Bibliography
Publications of the year
Articles in International Peer-Reviewed Journals
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1J.-P. Baudry, M. Cardoso, G. Celeux, M.-J. Amorim, A. Sousa Ferreira.
Enhancing the selection of a model-based clustering with external categorical variables" Advances in Data Analysis and Classification, in: Advances in Data Analysis and Classification, 2015, 14 p.
https://hal.inria.fr/hal-01108795 -
2J.-P. Baudry, G. Celeux.
EM for mixtures-Initialization requires special care, in: Statistics and Computing, 2015.
https://hal.inria.fr/hal-01256833 -
3E. Devijver.
An ℓ 1 -oracle inequality for the Lasso in finite mixture of multivariate Gaussian regression models, in: ESAIM: Probability and Statistics, December 2015.
https://hal.inria.fr/hal-01075338 -
4E. Devijver.
Finite mixture regression: a sparse variable selection by model selection for clustering, in: Electronic Journal of Statistics, December 2015, 20 pages.
https://hal.archives-ouvertes.fr/hal-01060079 -
5M. Gallopin, G. Celeux, F. Jaffrezic, A. Rau.
A model selection criterion for model-based clustering of annotated gene expression data, in: Statistical Applications in Genetics and Molecular Biology, 2015.
https://hal.inria.fr/hal-01256765 -
6M. Gallopin, G. Celeux, F. Jaffrézic, A. Rau.
A model selection criterion for model-based clustering of annotated gene expression data, in: Statistical Applications in Genetics and Molecular Biology, January 2015, vol. 14, no 5. [ DOI : 10.1515/sagmb-2014-0095 ]
https://hal.inria.fr/hal-01255908 -
7C. Hernandez, C. Keribin, P. Drobinski, S. Turquety.
Statistical modelling of wildfire size and intensity: a step toward meteorological forecasting of summer extreme fire risk, in: Annales Geophysicae, 2015, vol. 33, no 12, pp. 1495-1506. [ DOI : 10.5194/angeo-33-1495-2015 ]
http://hal.upmc.fr/hal-01260501 -
8C. Keribin, V. Brault, G. Celeux, G. Govaert.
Estimation and selection for the latent block model on categorical data, in: Statistics and Computing, 2015, vol. 25, 16 p.
https://hal.inria.fr/hal-01256840 -
9R. Lebret, S. Iovleff, F. Langrognet, C. Biernacki, G. Celeux, G. Govaert.
Rmixmod: The R Package of the Model-Based Unsupervised, Supervised and Semi-Supervised Classification Mixmod Library, in: Journal of Statistical Software, 2015, forthcoming.
https://hal.archives-ouvertes.fr/hal-00919486 -
10A. Rau, C. Maugis-Rabusseau, M.-L. Magniette, G. Celeux.
Co-expression analysis of high-throughput transcriptome sequencing data with Poisson mixture models, in: Bioinformatics, 2015, vol. 31, no 9, pp. 1420-1427. [ DOI : 10.1093/bioinformatics/btu845 ]
https://hal.archives-ouvertes.fr/hal-01108821
Articles in National Peer-Reviewed Journals
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11G. Celeux, V. Robert.
Towards an objective team efficiency rate in basketball, in: Journal de la Société Française de Statistique, 2015, vol. 156, no 2, 19 p.
https://hal.inria.fr/hal-01020295
Invited Conferences
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12C. Keribin.
Choix de modèles quand la vraisemblance est incalculable, in: 47èmes Journées de Statistique de la SFdS, Lille, France, June 2015.
https://hal.inria.fr/hal-01260761
International Conferences with Proceedings
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13J. Kalawoun, P. Pamphile, G. Celeux, K. Biletska, M. Montaru.
Estimation of the battery state of charge: a switching Markov state-space model, in: EUSIPCO'2015, Nice, France, August 2015, 5 p.
https://hal.archives-ouvertes.fr/hal-01168344 -
14J. Kalawoun, P. Pamphile, G. Celeux.
Identifiability of a Switching Markov State-Space Model, in: Gretsi 2015, Lyon, France, September 2015, 4 p.
https://hal.archives-ouvertes.fr/hal-01168323 -
15Y. Liu, C. Keribin, T. Popova, Y. Rozenholc.
Statistical Estimation of Genomic Tumoral Alterations, in: 47èmes Journées de Statistique de la SFdS, Lille, France, June 2015.
https://hal.inria.fr/hal-01260716
Conferences without Proceedings
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16M. Gallopin, E. Devijver.
Optimal Block Diagonal Covariance Matrices in Large Scale Gaussian Graphical Models, in: StatMathAppli 2015, Fréjus, France, August 2015.
https://hal.inria.fr/hal-01256226 -
17M. Gallopin, A. Rau, G. Celeux, F. Jaffrézic.
Transformation des données et comparaison de modèles pour la classification des données RNA-seq, in: 47èmes Journées de Statistique de la SFdS, Lille, France, June 2015.
https://hal.inria.fr/hal-01200672 -
18V. Robert, G. Celeux, C. Keribin.
Un modèle statistique pour la pharmacovigilance, in: 47èmes Journées de Statistique de la SFdS, Lille, France, June 2015.
https://hal.inria.fr/hal-01255701
Internal Reports
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19F. Chazal, P. Massart, B. Michel.
Rates of convergence for robust geometric inference, Inria, March 2015.
https://hal.inria.fr/hal-01232197
Other Publications
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20J.-P. Baudry, G. Celeux.
EM for mixtures - Initialization requires special care, February 2015, working paper or preprint.
https://hal.inria.fr/hal-01113242 -
21G. Biau, K. Bleakley, B. Cadre.
The Statistical Performance of Collaborative Inference, July 2015, working paper or preprint.
https://hal.archives-ouvertes.fr/hal-01170254 -
22G. Biau, K. Bleakley, D. Mason.
Long signal change-point detection, April 2015, working paper or preprint.
https://hal.inria.fr/hal-01140119 -
23L. Birgé, N. Magalhães, P. Massart.
A new V-fold type procedure based on robust tests, June 2015, working paper or preprint.
https://hal.archives-ouvertes.fr/hal-01163771 -
24F. Chazal, P. Massart, B. Michel.
Rates of convergence for robust geometric inference, May 2015, working paper or preprint.
https://hal.archives-ouvertes.fr/hal-01157551 -
25E. Devijver.
Joint rank and variable selection for parsimonious estimation in high-dimension finite mixture regression model, January 2015, working paper or preprint.
https://hal.archives-ouvertes.fr/hal-01099296 -
26E. Devijver, M. Gallopin.
Block-diagonal covariance selection for high-dimensional Gaussian graphical models, November 2015, working paper or preprint.
https://hal.inria.fr/hal-01227608 -
27E. Devijver, Y. Goude, J.-M. Poggi.
Clustering electricity consumers using high-dimensional regression mixture models, June 2015, working paper or preprint.
https://hal.archives-ouvertes.fr/hal-01169324 -
28J. Kalawoun, P. Pamphile.
Signal Processing by Switching Markov State-Space Models: Estimation of the State of Charge of an Electric Battery, May 2015, working paper or preprint.
https://hal.inria.fr/hal-01149641 -
29C. Lacour, P. Massart.
Minimal penalty for Goldenshluger-Lepski method, January 2015, working paper or preprint.
https://hal.archives-ouvertes.fr/hal-01121989 -
30A. Rau, M. Gallopin, F. Jaffrezic, G. Celeux.
ICAL, 2015, Software.
https://hal.archives-ouvertes.fr/hal-01194145