SawtoothFactorialTopicEmbeddingsGuidedGammaBeliefNetworkZhibinDuan1DongshengWang1BoChen1ChaojieWang1WenchaoChen1YewenLi1JieRen1MingyuanZhou2Abstractingsemanticthemesfromacollectionofdocuments,achie...
ConvolutionalPoissonGammaBeliefNetworkChaojieWang1BoChen1SuchengXiao1MingyuanZhou2Abstractitisverychallengingtodirectlymodelthislosslessrepre-sentation.ThusexistingmethodsoftenresorttosimplifiedFor...
DependentRelationalGammaProcessModelsforLongitudinalNetworksSikunYang1HeinzKoeppl1Abstractasfriendshipsorinteractionsinasocialnetwork,isoftendynamicsincetherelationsamongtheentitieswithintheAprobab...
StochasticGradientMonomialGammaSamplerYizheZhang1ChangyouChen1ZheGan1RicardoHenao1LawrenceCarin1Abstractics,leadingtoHamiltonianMonteCarlo(HMC)(Duaneetal.,1987).Aidedbygradientinformation,HMCisable...