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Deep Jump Q-Evaluation for Offline Policy Evaluation in Continuous Action Space
We consider off-policy evaluation (OPE) in continuous action domains, su...
10/29/2020 ∙ by Hengrui Cai, et al. ∙
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Double Generative Adversarial Networks for Conditional Independence Testing
In this article, we consider the problem of high-dimensional conditional...
06/03/2020 ∙ by Chengchun Shi, et al. ∙
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Testing Mediation Effects Using Logic of Boolean Matrices
Mediation analysis is becoming an increasingly important tool in scienti...
05/10/2020 ∙ by Chengchun Shi, et al. ∙
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Does the Markov Decision Process Fit the Data: Testing for the Markov Property in Sequential Decision Making
The Markov assumption (MA) is fundamental to the empirical validity of r...
02/05/2020 ∙ by Chengchun Shi, et al. ∙
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A Reinforcement Learning Framework for Time-Dependent Causal Effects Evaluation in A/B Testing
A/B testing, or online experiment is a standard business strategy to com...
02/05/2020 ∙ by Chengchun Shi, et al. ∙
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Robust Learning for Optimal Treatment Decision with NP-Dimensionality
In order to identify important variables that are involved in making opt...
10/15/2015 ∙ by Chengchun Shi, et al. ∙
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