CausalInferenceusingGaussianProcesseswithStructuredLatentConfoundersSamWitty1KentaTakatsu1DavidJensen1VikashMansinghka2Abstractwhileproducingdifferentestimatesoftheeffectsofanin-tervention.Thisobse...
CausalEffectEstimationandOptimalDoseSuggestionsinMobileHealthInternationalConferenceonMachineLearning(ICML2020)LiangyuZhu1WenbinLu1RuiSong1Abstract1990;Liangetal.,1992;Schafer,2006).GEEenhancetheef...
CausalEffectIdentifiabilityunderPartial-ObservabilitySanghackLee1EliasBareinboim1AbstractCausalinferenceprovidesacollectionofprinciplesandtoolstohelpunderstandtheconditionsunderwhichtheseex-Causale...
AlleviatingPrivacyAttacksviaCausalLearningShrutiTople1AmitSharma1AdityaV.Nori1Abstractsuchattackcalledmembershipinferencerevealswhetheradatasamplewaspresentinthetrainingdataset(ShokriMachinelearnin...
ValidatingCausalInferenceModelsviaInfluenceFunctionsAhmedM.Alaa1MihaelavanderSchaar123AbstractFigure1.Pictorialrepresentationofourvalidationprocedure.Toestimatetheperformancesoftwocompetingmodels(m...
SensitivityAnalysisofLinearStructuralCausalModelsCarlosCinelli1DanielKumor2BryantChen3JudeaPearl1EliasBareinboim2AbstractdertoobtainCausalclaims.Theseassumptionsareusuallyencodedastheabsenceofcerta...
RobustlyDisentangledCausalMechanisms:ValidatingDeepRepresentationsforInterventionalRobustnessRaphaelSuter1DordeMiladinovic´1BernhardScho¨lkopf2StefanBauer2Abstractallredobjectsisdemanded,onlyposi...
OrthogonalRandomForestforCausalInferenceMirunaOprescu1VasilisSyrgkanis1ZhiweiStevenWu2Abstractunknownnuisancefunctionthatalsoneedstobeestimatedfromdata.Examplesincludenon-parametricregression,Wepro...
NeuralNetworkAttributions:ACausalPerspectiveAdityaChattopadhyay1PiyushiManupriya2AnirbanSarkar2VineethNBalasubramanian2Abstractwayforanewparadigm,“explainablemachinelearning”.Weproposeanewattribu...
InferringHeterogeneousCausalEffectsinPresenceofSpatialConfoundingMuhammadOsama1DaveZachariah1ThomasB.Scho¨n1Abstract1.5cWeaddresstheproblemofinferringtheCausal1effectofanexposureonanoutcomeacrosss...
CounterfactualOff-PolicyEvaluationwithGumbel-MaxStructuralCausalModelsMichaelOberst1DavidSontag1Abstractoptimistically,arethereliveswhichcouldhavebeensaved?Thisquestionbecomesincreasinglyrelevant,w...
ClassifyingTreatmentRespondersUnderCausalEffectMonotonicityNathanKallus1Abstractfectofapharmaceuticaldrugontheirmortalityorofanadvertisementonwhethertheypurchasetheproduct.Com-Inthecontextofindivid...
CausalDiscoveryandForecastinginNonstationaryEnvironmentswithState-SpaceModelsBiweiHuang1KunZhang1MingmingGong12ClarkGlymour1Abstractnonstationarytimeseries,andconcernedwithbothfindingCausalrelation...
CausalIdentificationunderMarkovEquivalence:CompletenessResultsAminJaber1JijiZhang2EliasBareinboim1Abstractcities,andeventuallythescienceandtechnology-basedciv-ilizationweenjoytoday.Allbecauseweaske...
LearningIndependentCausalMechanismsGiambattistaParascandolo12NikiKilbertus13MateoRojas-Carulla13BernhardScho¨lkopf1AbstractQStatisticallearningreliesupondatasampledfromQ2···adistribution,andweu...
CharacterizingandLearningEquivalenceClassesofCausalDAGsunderInterventionsKarrenD.Yang1AbigailKatcoff1CarolineUhler1Abstracttheircausesareknownasperfect(orhard)interventions(Eberhardtetal.,2005).Und...
CausalBanditswithPropagatingInferenceAkihiroYabe1DaisukeHatano2HannaSumita3ShinjiIto1NaonoriKakimura4TakuroFukunaga2Ken-ichiKawarabayashi5AbstractexploringtheoptimalarmA∗∈A.Theefficiencyofthestra...
BudgetedExperimentDesignforCausalStructureLearningAmirEmadGhassami1SaberSalehkaleybar2NegarKiyavash1EliasBareinboim3AbstractobservationalapproachesreconstructtheCausalgraphuptoMarkovequivalenceclas...
SchemaNetworks:Zero-shotTransferwithaGenerativeCausalModelofIntuitivePhysicsKenKanskyTomSilverDavidA.Me´lyMohamedEldawyMiguelLa´zaro-GredillaXinghuaLouNimrodDorfmanSzymonSidorScottPhoenixDileepGe...
Cost-OptimalLearningofCausalGraphsMuratKocaoglu1AlexDimakis1SriramVishwanath1AbstractSupposeshedecidestoperformaninterventiononthedietvariable.ThisentailsforcingthedesireddietaryrestrictionsWeconsi...