| [1] Pearl J. Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference. San Fransisco, CA: Morgan Kaufmann, 1988
[2] Lauritzen S. Graphical models. Clarendon Press Oxford, 1996
[3] Jensen F, Lauritzen S, Olesen K. Bayesian updating in recursive graphical models by local computations.
Computational Statistical Quaterly, 1990, 4: 269–282
[4] Heckerman D. A tutorial on learning with Bayesian networks. Learning in Graphical Models. MIT Press, 1999: 301–354
[5] Heckerman D, Chickering D, Geiger D. Learning Bayesian Networks: Search methods and experimental
results//Proceedings of Fifth Conference on Artificial Intelligence and Statistics, 1995: 112–128
[6] Heckerman D, Breese J. Causal independence for probability assessment and inference using Bayesian networks. IEEE Trans Syst Man Cybem, 1996, 26: 826–831
[7] Neapolitan R E. Learning Bayesian Networks. Prentice Hall, 2003
[8] Chickering D, Heckerman D, Meek C. Large-sample learning of Bayesian networks is NP-Hard. J Mach Learn Res, 2004, 5: 1287–1330
[9] Robert C P. The Bayesian Choice: A Decision-Theoretic Motivation, New York: Springer-Verlag, 1994
[10] Bernardo JM. Reference posterior distributions for Bayesian inference (with discussion). J Royal Statistical Soc, 1979, 14B: 113–147
[11] Jeffreys H. An Invariant Form for the Prior Probability in Estimation Problems. Proceedings of the Royal Society of London. Series A, Mathematical and Physical Sciences, 1946, 186(1007): 453–461
[12] Revfeim K J A. An initial model of the relationship between rainfall events and daily rainfalls. J Hydrology, 1984, 75: 357–364
[13] Hassairi A, Masmoudi A, Kokonendji C. Implicit distributions and estimation. Comm Stat Theory Meth-ods, 2005, 34: 245–252
[14] Ben Hassen H, Masmoudi A, Rebai A. Causal inference in biomolecular pathways using a Bayesian network
approach and an implicit method. J Theoret Biol, 2008, 253(4): 717–724
[15] Ben Hassen H, Masmoudi A, Rebai A. Inference in signal transduction pathways using EM algorthm and an implicit algorithm: Incomplete data case. J Comput Biol, 2009, 16: 1227–1240
[16] Bouchaala L, Masmoudi A, Gargouri F, Rebai A. Improving algorithms for structure learning in Bayesian networks using a new implicit score. Expert Syst Appl, 2010, 37(7): 5470–5475
[17] Leray P. Automatique et Traitement du Signal R´eseaux Bay´esiens: apprentissage et mod´elisation de syst`emes complexes [Habilitation a diriger les recherches]. Universit´e de Rouen, UFR des Sciences, 2006 |