Voice2Series:ReprogrammingAcousticModelsforTimeSeriesClassificationChao-HanHuckYang1Yun-YunTsai2Pin-YuChen3AbstracttargetreprogrammedsourceoutputtargetoutputLearningtoclassifytimeSerieswithlimitedd...
ExplainingTimeSeriesPredictionswithDynamicMasksJonathanCrabbe´1MihaelavanderSchaar123Abstractofexplainableartificialintelligence(XAI)thrived(BarredoArrietaetal.,2020;Das&Rad,2020;Tjoa&Guan,2020).H...
TimeSeriesDeconfounder:EstimatingTreatmentEffectsoverTimeinthePresenceofHiddenConfoundersIoanaBica12AhmedM.Alaa3MihaelavanderSchaar234Abstract&Saria,2017;Limetal.,2018;Bicaetal.,2020a).Exist-ingmet...
SpectralSubsamplingMCMCforStationaryTimeSeriesRobertSalomone1MatiasQuiroz2RobertKohn1MattiasVillani34Minh-NgocTran5Abstractaweightedcoresetofdatapointsfoundbyoptimization(Campbell&Broderick,2018;Ca...
LearningfromIrregularly-SampledTimeSeries:AMissingDataPerspectiveStevenCheng-XianLi1BenjaminM.Marlin1Abstractcreatemultiplechallengesforclassicalmachinelearningmodelsandalgorithmsthatrequiredatatob...
NonnegativeMatrixFactorizationforTimeSeriesRecoveryFromaFewTemporalAggregatesJialiMei12YohannDeCastro1YannigGoude12GeorgesHe´brail2AbstractticipantisbilledbytheTSO.Tocalculatetheimbalancecausedbya...
CoherentProbabilisticForecastsforHierarchicalTimeSeriesSouhaibBenTaieb1JamesW.Taylor2RobJ.Hyndman1Abstractvariouslevelsofaggregationinordertooperatethepowergridefficientlyandsecurely(vanErven&Cugli...