2008
Approximate algorithms for credal networks with binary variables
Ide J, Cozman F. Approximate algorithms for credal networks with binary variables. International Journal Of Approximate Reasoning 2008, 48: 275-296. DOI: 10.1016/j.ijar.2007.09.003.Peer-Reviewed Original ResearchCredal networksApproximate inferenceBinary variablesApproximate algorithmLoopy belief propagationFamily of algorithmsOnly binary variablesExact inferenceVariational techniquePolynomial complexityBelief propagationBayesian networkSuch networksBelief functionsInferencePossibilistic measuresAlgorithmVague beliefPolytreesNetworkVariablesPropagationComplexity
2002
Random Generation of Bayesian Networks
Ide J, Cozman F. Random Generation of Bayesian Networks. Lecture Notes In Computer Science 2002, 2507: 366-376. DOI: 10.1007/3-540-36127-8_35.Peer-Reviewed Original ResearchBayesian networkAcyclic graphConditional probability distributionNumber of arcsProbability distributionMarkov chainDirichlet distributionConditional distributionUniform generationNumber of nodesAverage propertiesRandom generationGraphNode degreeSuch networksSuch methodsAlgorithmNew methodNetworkDistributionTheoryInferenceConstraintsGuarantees