Améliorer les procédures de tests multiples en grande dimension, de sélection de modèles et de classification supervisée en intégrant de l’information externe ou en tenant compte d’une structure de corrélation (modèle en facteurs). Application aux données génomiques.

Ouvrage :

P-A. Cornillon, A. Guyader, F. Husson, N. Jégou, J. Josse, M. Kloareg, E. Matzner-Lober, L. Rouvière (2008) Statistique avec R. Presses Universitaires de Rennes.

Chapitre d’ouvrage :

Kloareg, M., Causeur, D. (2007). Improving Type-II error rates of multiple testing procedures by use of auxiliary variables. Application to microarray data. Recent advances in Stochastic Modelling and data Analysis, Ed. Christos Skiadas, World Scientific Publishing, Co Pte Ldt.

Publications soumises dans revues internationales avec comité de lecture :

Friguet, C., Kloareg, M., Causeur, D. (2008). A factor analysis model based procedure to improve large-scale significance testing. En révision.

Publications acceptées dans revues internationales avec comité de lecture :

Kloareg, M., Causeur, D. (2009). Double sampling designs to reduce the non-discovery rate. Application to microarray data. Journal of Data Science.  In press.

Kloareg, M., Noblet, J., van Milgen, J. (2007). Deposition of dietary fatty acids, de novo synthesis and anatomical partitioning of fatty acids in finishing pigs. British Journal of Nutrition 97, 35-44.

Kloareg, M., Noblet, J., van Milgen, J. (2006). Estimation of whole body lipid mass in finishing pigs. Animal Science, 82, 241-251.

Kloareg, M., Le Bellego, L., Mourot, J., Noblet, J., van Milgen, J. (2005). Deposition of dietary fatty acids and of de novo synthesised fatty acids in growing pigs: effects of high ambient temperature and feeding restriction. British Journal of Nutrition 93, 803-811.

Actes de conférences avec comité de lecture :

Kloareg, M., Causeur, D. (2008). Improving supervised classification for high dimensional data by adding external information. Application to microarray data.  Annual conference of the Société française de Statistique (SFdS) and the Statistical Society of Canada (SSC), Ottawa, Canada, May 2008 (Abstract, Slides)

Friguet, C., Kloareg, M., Causeur, D. (2008). Multiple tests for high-throughput data assuming a factor modelling of dependence. Annual conference of the Société française de Statistique (SFdS) and the Statistical Society of Canada (SSC), Ottawa, Canada, May 2008 (Abstract)

Causeur, D., Kloareg, M., Friguet, C. (2008). Impact of Dependence on the Stability of Model Selection in Supervised Classification for High-Throughput Data. International Indian Statistical Association (IISA) Conference. "Frontiers of Probability and Statistical Science". May 22-25, 2008, Storrs, Connecticut, USA.

Friguet, C., Kloareg, M., Causeur, D. (2008). Accounting for a Factor Structure in High-Dimensional Data to Improve Multiple Testing Procedures. 6th Workshop: Statistical methods for post-genomic data, Rennes, Febuary 2008 (Abstract, Slides)

D’Inca, R., Kloareg, M., Gras-Le Guen, C., Le Huërou-Luron, I. (2008). Transcriptomic analysis of the distal small intestine in intra uterine growth restricted piglets. World congress of pediatric gastroenterology, hepatology and nutrition, Iguassu Falls, Brazil, August 2008.

D’Inca, R., Kloareg, M., Gras-Le Guen, C., Le Huërou-Luron, I. (2008). Transcriptomic analysis of the colon in intra uterine growth restricted piglets. World congress of pediatric gastroenterology, hepatology and nutrition, Iguassu Falls, Brazil, August 2008.

Kloareg, M., Causeur, D. (2007). Improving type II error rates of multiple tests by use of auxiliary variables. Application to microarray data. ASMDA2007 conference. Chania (Crête), 29 mai - 1 juin 2007. (Slides)

Kloareg, M., Causeur, D., Damon, M. (2007). Reducing the Non-Discovery Rate by use of auxiliary variables in microarray experiments. 5th Workshop: Statistical methods for post-genomic data, Paris, January 2007 (Abstract, Slides)

Kloareg, M., Noblet, J., Mourot, J., van Milgen, J. (2005). Estimation of whole body lipid mass in finishing pigs. June, 2005. p. 218 Uppsala, Sweden: EAAP - Book of abstracts

Kloareg, M., Le Bellego, L., Mourot, J., Noblet, J., van Milgen, J. (2003). Effect of high temperature and feeding level on fatty acid deposition in growing pigs. Journal of Animal Science 81, 140-141 (Abstr. 556).

Thèse de doctorat :

Kloareg, M. (2006) Modélisation du dépôt des lipides et acides gras chez le porc en croissance. Thèse de doctorat, École Nationale Supérieure Agronomique de Rennes.