StatisticalEstimationfromDependentDataYuvalDagan1ConstantinosDaskalakis1NishanthDikkala2SurbhiGoel3VardisKandiros1Abstractonxi,i.e.thatWeconsiderageneralstatisticalestimationprob-nlemwhereinbinaryl...
ProblemDependentViewonStructuredThresholdingBanditProblemsJamesCheshire1PierreMe´nard1AlexandraCarpentier1Abstractoferror-i.e.theprobabilitythatthelearnermis-classifiesatleastonearm-andconsiderthe...
SpectrumDependentLearningCurvesinKernelRegressionandWideNeuralNetworksBlakeBordelon1AbdulkadirCanatar2CengizPehlevan13Abstractnetworks(LeCunetal.,2015)withwidehiddenlayersthataddressesthesequestion...
OnlineLearningwithDependentStochasticFeedbackGraphsCorinnaCortes1GiuliaDeSalvo1ClaudioGentile1MehryarMohri1NingshanZhang2AbstractofonlinelearningintroducedbyMannor&Shamir(2011),wherelossobservabili...
LearningStructuredLatentFactorsfromDependentData:AGenerativeModelFrameworkfromInformation-TheoreticPerspectiveRuixiangZhang12MasanoriKoyama3KatsuhikoIshiguro3Abstractbuilt-inratherheuristicwaystoen...
ProblemDependentReinforcementLearningBoundsWhichCanIdentifyBanditStructureinMDPsAndreaZanette1EmmaBrunskill1Abstract(MDPs)andpartiallyobservableMDPs(POMDPs).Ban-ditsassumethattheactionstakendonotim...
DependentRelationalGammaProcessModelsforLongitudinalNetworksSikunYang1HeinzKoeppl1Abstractasfriendshipsorinteractionsinasocialnetwork,isoftendynamicsincetherelationsamongtheentitieswithintheAprobab...