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Importance Weighting Approach in Kernel Bayes' Rule



Liyuan Xu , Yutian Chen , Arnaud Doucet , Arthur Gretton


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Kernel Methods for Multistage Causal Inference: Mediation Analysis and Dynamic Treatment Effects



Rahul Singh , Liyuan Xu , Arthur Gretton

* 66 pages. Material in this draft previously appeared in a working paper presented at the 2020 NeurIPS Workshop on ML for Economic Policy (arXiv:2010.04855v1). We have divided the original working paper (arXiv:2010.04855v1) into two projects: one paper focusing on static settings (arXiv:2010.04855) and this paper focusing on dynamic settings 

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Deep Proxy Causal Learning and its Application to Confounded Bandit Policy Evaluation



Liyuan Xu , Heishiro Kanagawa , Arthur Gretton


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On Instrumental Variable Regression for Deep Offline Policy Evaluation



Yutian Chen , Liyuan Xu , Caglar Gulcehre , Tom Le Paine , Arthur Gretton , Nando de Freitas , Arnaud Doucet


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Learning Deep Features in Instrumental Variable Regression



Liyuan Xu , Yutian Chen , Siddarth Srinivasan , Nando de Freitas , Arnaud Doucet , Arthur Gretton


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Kernel Methods for Policy Evaluation: Treatment Effects, Mediation Analysis, and Off-Policy Planning



Rahul Singh , Liyuan Xu , Arthur Gretton

* 66 pages, 6 figures 

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Similarity-based Classification: Connecting Similarity Learning to Binary Classification



Han Bao , Takuya Shimada , Liyuan Xu , Issei Sato , Masashi Sugiyama

* 22 pages 

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Uncoupled Regression from Pairwise Comparison Data



Liyuan Xu , Junya Honda , Gang Niu , Masashi Sugiyama


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