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HowandWhytoUseExperimentalDatatoEvaluateMethodsforObservationalCausalInferenceAmandaGentzel12PurvaPruthi1DavidJensen1Abstractfectsfromobservationaldata.Suchinterestisunderstand-able,giventhecentral...
High-DimensionalExperimentalDesignandKernelBanditsRomainCamilleri1JulianKatz-Samuels2KevinJamieson1AbstractWeconsiderthefollowinggamebetweenalearnerandna-ture:ateachtimet=1...T,thelearnerrequestsxt...
DeepAdaptiveDesign:AmortizingSequentialBayesianExperimentalDesignAdamFoster1DesiR.Ivanova1IlyasMalik2TomRainforth1Abstractusingalikelihoodp(yθ,ξ)andapriorp(θ),whereξisourcontrollabledesignandθ...
BINOCULARSforEfficient,NonmyopicSequentialExperimentalDesignShaliJiang1HenryChai1JavierGonzález2RomanGarnett1Abstract2010).Commonapproximationschemesincluderollout,MonteCarlotreesearch(Bertsekas,2...
BayesianExperimentalDesignforImplicitModelsbyMutualInformationNeuralEstimationStevenKleinegesse1MichaelU.Gutmann1Abstractology(Coranderetal.,2017),cellbiology(Voetal.,2015)andpharmacokinetics(Donne...
AdjustmentCriteriaforGeneralizingExperimentalFindingsJuanD.Correa1JinTian2EliasBareinboim1Abstractimprovetheeconomicalconditionofacertainpopulationneedtounderstandhowataxincreasewouldaffectcon-Gene...