FastandConsistentLearningofHiddenMarkovModelsbyIncorporatingNon-ConsecutiveCorrelationsRobertMattila1CristianR.Rojas1EricMoulines23VikramKrishnamurthy4BoWahlberg1Abstractcomputationalbiology(Durbin...
ManifoldMixup:BetterRepresentationsbyInterpolatingHiddenStatesVikasVerma12AlexLamb2ChristopherBeckham2AmirNajafi3IoannisMitliagkas2DavidLopez-Paz4YoshuaBengio2AbstractThisisaworryingprospect,sinced...
TheHiddenVulnerabilityofDistributedLearninginByzantiumElMahdiElMhamdi1RachidGuerraoui1Se´bastienRouault1AbstractQ,dependingonaparameterx,ifonekeepsupdatingxintheoppositedirectionofthegradientofQ,w...
LearningHiddenMarkovModelsfromPairwiseCo-occurrenceswithApplicationtoTopicModelingKejunHuang1XiaoFu2NicholasD.Sidiropoulos3Abstract...Xt−1XtXt+1...WepresentanewalgorithmforidentifyingtheYt−1YtYt+...
ExploringHiddenDimensionsinParallelizingConvolutionalNeuralNetworksZhihaoJia1SinaLin2CharlesR.Qi1AlexAiken1Abstracteachdevice.Anothercommonapproachismodelparal-lelism(Mirhoseinietal.,2017;Kimetal.,...
StochasticGradientMCMCMethodsforHiddenMarkovModelsYi-AnMa1NicholasJ.Foti1EmilyB.Fox1Abstractdistributioninthepresenceofsuchnoise.Significanthead-wayhasbeenmadeindevelopingsuchcorrectSG-MCMCStochast...
BidirectionalLearningforTime-seriesModelswithHiddenUnitsTakayukiOsogami1HiroshiKajino1TaroSekiyama1Abstractdenunits,however,makeitdifficulttolearntheparametersofthosemodels.Forexample,theBaum-Welch...
AnInfiniteHiddenMarkovModelWithSimilarity-BiasedTransitionsColinReimerDawson1ChaofanHuang1ClaytonT.Morrison2Abstractinga“stick”offoftheremainingweightaccordingtoaBeta(1,γ)distribution.Theparamet...