Voice2Series:ReprogrammingAcousticModelsforTimeSeriesClassificationChao-HanHuckYang1Yun-YunTsai2Pin-YuChen3AbstracttargetreprogrammedsourceoutputtargetoutputLearningtoclassifyTimeserieswithlimitedd...
Z-GCNETs:TimeZigzagsatGraphConvolutionalNetworksforTimeSeriesForecastingYuzhouChen12IgnacioSegovia-Dominguez34YuliaR.Gel32Abstract1.IntroductionThererecentlyhasbeenasurgeofinterestinde-Manyrealworl...
WhittleNetworks:ADeepLikelihoodModelforTimeSeriesZhongjieYu1FabrizioVentola1KristianKersting12Abstract2015).Consider,e.g.,thestockpricechangesofindus-trialsectorsshowninFig.1(Left).Thedropinlate201...
NeuralRoughDifferentialEquationsforLongTimeSeriesJamesMorrill12CristopherSalvi12PatrickKidger12JamesFoster12Abstractdirectwaytomodifythetrajectorygivensubsequentob-servations.Incontrast,thevectorfi...
LearningSelf-ModulatingAttentioninContinuousTimeSpacewithApplicationstoSequentialRecommendationChaoChen1HaoyuGeng12NianzuYang12JunchiYan12DaiyueXue3JianpingYu3XiaokangYang12Abstractfadeawayduetomat...
In-DatabaseRegressioninInputSparsityTimeRajeshJayaram1AlirezaSamadian2DavidP.Woodruff1PengYe3Abstract1.IntroductionSketchingisapowerfuldimensionalityreductionSketchingisanimportanttoolfordimensiona...
HierarchicalAgglomerativeGraphClusteringinNearly-LinearTimeLaxmanDhulipala1DavidEisenstat2JakubŁa˛cki2VahabMirrokni2JessicaShi1Abstractfirstproposednearly50yearsago(King,1967;Lance&Williams,1967;...
ExplainingTimeSeriesPredictionswithDynamicMasksJonathanCrabbe´1MihaelavanderSchaar123Abstractofexplainableartificialintelligence(XAI)thrived(BarredoArrietaetal.,2020;Das&Rad,2020;Tjoa&Guan,2020).H...
EventOutlierDetectioninContinuousTimeSiqiLiu12MilosHauskrecht1Abstractorabsenceofeventsineventsequencesinreal-Time.Outlierdetectionisthebasisofmanycriticalreal-worldapplica-Continuous-Timeeventsequ...
ApproximationTheoryofConvolutionalArchitecturesforTimeSeriesModellingHaotianJiang1ZhongLi2QianxiaoLi13AbstractTherecentworkofLietal.(2021)formulatedthetempo-ralmodellingtaskintoafunctionalanalysisp...
TimeSeriesDeconfounder:EstimatingTreatmentEffectsoverTimeinthePresenceofHiddenConfoundersIoanaBica12AhmedM.Alaa3MihaelavanderSchaar234Abstract&Saria,2017;Limetal.,2018;Bicaetal.,2020a).Exist-ingmet...
SpectralSubsamplingMCMCforStationaryTimeSeriesRobertSalomone1MatiasQuiroz2RobertKohn1MattiasVillani34Minh-NgocTran5Abstractaweightedcoresetofdatapointsfoundbyoptimization(Campbell&Broderick,2018;Ca...
NeuralDatalogThroughTime:InformedTemporalModelingviaLogicalSpecificationHongyuanMei1GuanghuiQin1MinjieXu2JasonEisner1Abstractthedistributionfromwhichthenexteventei+1isdrawn.Alas,whentherelationship...
Near-linearTimeGaussianprocessoptimizationwithadaptivebatchingandresparsificationDanieleCalandriello1LuigiCarratino2AlessandroLazaric3MichalValko4LorenzoRosasco256Abstractsequentiallearningproblem,...
NearInputSparsityTimeKernelEmbeddingsviaAdaptiveSamplingDavidP.Woodruff1AmirZandieh2Abstractproducingcompressedandlow-rankapproximationstoker-nelmatrices(Rahimi&Recht,2008;Alaoui&Mahoney,Toaccelera...
LearningfromIrregularly-SampledTimeSeries:AMissingDataPerspectiveStevenCheng-XianLi1BenjaminM.Marlin1Abstractcreatemultiplechallengesforclassicalmachinelearningmodelsandalgorithmsthatrequiredatatob...
Continuous-TimeBayesianNetworkswithClocksNicolaiEngelmann1DominikLinzner1HeinzKoeppl12Abstractfollowafixedparametrizationthathinderstheirexpressive-ness,oraredefinedindiscreteTimeasDynamicBayesianS...
ANearly-LinearTimeAlgorithmforExactCommunityRecoveryinStochasticBlockModelPengWang1ZiruiZhou2AnthonyMan-ChoSo1Abstractsocialscience(Girvan&Newman,2002),tonameafew.Inresearchoncommunityestimation,th...
SublinearTimeNearestNeighborSearchoverGeneralizedWeightedSpaceYifanLei1QiangHuang1MohanKankanhalli1AnthonyK.H.Tung1AbstractForexample,underthespecificsettingthatwi=1,∀i,theproblemofNNSoverL2distan...