2 citations · 3 across the 3 of their papers we have counts for
4 papers
Off-Policy Evaluation for Episodic Partially Observable Markov Decision Processes under Non-Parametric Models
Rui Miao, Zhengling Qi, Xiaoke Zhang
We study the problem of off-policy evaluation (OPE) for episodic Partially Observable Markov Decision Processes (POMDPs) with continuous states. Motivated by the recently proposed…
Functional Data Analysis with Causation in Observational Studies: Covariate Balancing Functional Propensity Score for Functional Treatments
Xiaoke Zhang, Wu Xue, Qiyue Wang
Functional data analysis, which handles data arising from curves, surfaces, volumes, manifolds and beyond in a variety of scientific fields, is a rapidly developing area in modern…
Average Treatment Effect Estimation in Observational Studies with Functional Covariates
Rui Miao, Wu Xue, Xiaoke Zhang
Functional data analysis is an important area in modern statistics and has been successfully applied in many fields. Although many scientific studies aim to find causations, a pred…
Nonparametric Operator-Regularized Covariance Function Estimation for Functional Data
Raymond K. W. Wong, Xiaoke Zhang
In functional data analysis (FDA), covariance function is fundamental not only as a critical quantity for understanding elementary aspects of functional data but also as an indispe…