Bengrich R., Malouche D., Sevestre-Ghalila S. Modèle graphique ou champ Markovien Gaussien en image : estimation du graphe de voisinage. Dans 41èmes Journées de Statistique, SFdS, Bordeaux (2009)

Djebali M., Malouche D., Sevestre-Ghalila S. Classification cas ostéoporotique - témoin par Modélisation Graphique. Communication dans les 41èmes Journées de Statistique, SFdS, Bordeaux (2009)

Malouche D., Rajaratnam B Duality between faithfulness assumptions in Graphical models. Communication dans les 41èmes Journées de Statistique, SFdS, Bordeaux (2009)

D. Malouhe, Determining full conditional independence by low order conditioning. 2009, Bernoulli Journal, Vol. 15, number 4, pages 1179--1189.

A. Ghouila, S. Ben Yahia, D. Malouche, H. Jmel, D. Laouini, F. Z. Guerfali and S. Abdelhak Application of Multi-SOM clustering approach to macrophage gene expression analysis, Infection, Genetics and Evolution, 2008,

D. Malouche, Graphical Model Selection using Holm's procedure, to appear in Communications in Statistics, Theory and Methods, Volume 38, Issue 9 January 2009 , pages 1453 - 1464

D. Malouche, Gaussian covariance decomposition for PC-algorithm. Conference on Mathematical Aspects of the Graphical Models, Londom Mathematical Society, Durham
University, United Kingdom, July 2008


C.C. Koknendji and D. Malouche, A Property of Count Distributions in the HindeDemétrio Family.Communications in StatisticsTheory and Methods, 37:1823-1834, 2008


A. Ghouila S. Ben Yahia, D. Malouche, H. Jmel and S. Abdelhak, Combining unsupervised classication techniques with Gene Ontology tools for transcriptome analysis. Ecol'IA 2008, 1-12.

D. Malouche and S. Sevestre-Ghalila, Estimating high dimensional faithful Gaussian graphical Models by low-order conditioning. Proceeding of the 26th IASTED International Conference Artificial Intelligence an Applications, February 2008, Innsbruck-Austria.



I. Arfa, A. Abid, S. Nouira, H. Elloumi-Zghal, D. Malouche, I. Mannai, M. M. Zorgati, N. Ben Alaya, A. Rebai, B. Zouari, S. Ben Ammar, M. C. Ben Rayana, S. Hmida, S. Blousa-Chabchoub, and S. Abdelhak , Lack of association between the angiotesin-converting enzyme (I/D) polymorphism and diabetic nephropathy in Tunisian type 2 diabetic patients. Journal of Renin Angiotensin Aldosterone
Syst. 2008 9: 32-36.

I. Arfa, A. Abid, R. Ke, S. Nouira, M. Bali, S. Hsouna, K. Lasram, N. Ben Alya, M.M. Zorgati, S. Ben Ammar, D. Malouche, I. Mannai, S. Blousa-Chabchoub, H. Ben Romdhane and S. Abdelhak, Base Genetique du diabete, 9ieme Congres National de la Societe Tunisienne de Medecine Interne. 2008.

I. Arfa, A. Abid, D. Malouche, N. Ben Alaya, T. R. Azegue, I. Mannai, M. M. Zorgati, M. C. Ben Rayana, S. Ben Ammar, S. Blousa-Chabchoub, H. Ben Romdhane, B. Zouari, M. Koussay Dellagi, S. Abdelhak, Familial aggregation and excess maternal transmission of type 2 diabetes in Tunisia, Postgraduate Medical Journal 2007;83:348-351

A. Ghouila, 2, S. Ben yahia, D. Malouche, H. Jmel et S. Abdelhak, Utilisation des techniques d'apprentissage non supervisee pour l'analyse des donnees de transcriptome, Journees Scientiques en Bio-informatique, JSB- Maroc Janvier 2007.

A. Gouila, S. Ben Yahia, D. Malouche, S. Abdelha, Multi-SOM: A novel clustering approach for gene expression analysis. Cap, Plate-Forme AFIA, Grenoble 2007.

D. Malouche, Order of Separability in Graphs and the uPC Algorithm, Bayesian Focus Week, SAMSI, USA, November 2006

G. Letac, D. Malouche, S. Maurer, The real powers of the convolution of a negative binomial distribution and a Bernoulli distribution, Proceedings of the american mathematical society, Volume 130, Number 7, Pages 2107-2114, 2002.

G. Letac, D. Malouche, The Markov chain associated to a Pick function, Probab.Theory Relat. Fields 118, 439-454; 2000.

D. Malouche, Natural exponential families associated to Pick functions, Vol 7, No 2, pp 391-412, Test, Sociedad Espanola de Estadisdica et Investigation oparative,1998.

D. Malouche, L'action quadratique du groupe des homographies sur les familles exponentielles réelles, t. 325, Séerie I, p. 1029-1039: Compte rendu de l'académie des Sciences (CRAS), 1997.