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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...
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Double Generative Adversarial Networks for Conditional Independence Testing
In this article, we consider the problem of high-dimensional conditional...
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Testing Mediation Effects Using Logic of Boolean Matrices
Mediation analysis is becoming an increasingly important tool in scienti...
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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...
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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...
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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...
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Chengchun Shi
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