Zobrazeno 1 - 10
of 460
pro vyhledávání: '"Wong, Raymond K."'
In this paper, we delve into the statistical analysis of the fitted Q-evaluation (FQE) method, which focuses on estimating the value of a target policy using offline data generated by some behavior policy. We provide a comprehensive theoretical under
Externí odkaz:
http://arxiv.org/abs/2406.10438
Artificial Intelligence has outperformed human experts in functional tasks such as chess and baduk. How about creative tasks? This paper evaluates AI's capability in the creative domain compared to human experts, which little research has been conduc
Externí odkaz:
http://arxiv.org/abs/2404.00018
Covariate balancing methods have been widely applied to single or monotone missing patterns and have certain advantages over likelihood-based methods and inverse probability weighting approaches based on standard logistic regression. In this paper, w
Externí odkaz:
http://arxiv.org/abs/2402.08873
We study distributional off-policy evaluation (OPE), of which the goal is to learn the distribution of the return for a target policy using offline data generated by a different policy. The theoretical foundation of many existing work relies on the s
Externí odkaz:
http://arxiv.org/abs/2402.01900
Discovering causal relationship using multivariate functional data has received a significant amount of attention very recently. In this article, we introduce a functional linear structural equation model for causal structure learning when the underl
Externí odkaz:
http://arxiv.org/abs/2310.20537
Autor:
You, Hojun, Wang, Jiayi, Wong, Raymond K. W., Schumacher, Courtney, Saravanan, R., Jun, Mikyoung
The prediction of tropical rain rates from atmospheric profiles poses significant challenges, mainly due to the heavy-tailed distribution exhibited by tropical rainfall. This study introduces over-parameterized neural networks not only to forecast tr
Externí odkaz:
http://arxiv.org/abs/2309.14358
We study treatment effect estimation with functional treatments where the average potential outcome functional is a function of functions, in contrast to continuous treatment effect estimation where the target is a function of real numbers. By consid
Externí odkaz:
http://arxiv.org/abs/2309.08039
Publikováno v:
Technometrics, 65:4, 524-536 (2023)
Tensor regression methods have been widely used to predict a scalar response from covariates in the form of a multiway array. In many applications, the regions of tensor covariates used for prediction are often spatially connected with unknown shapes
Externí odkaz:
http://arxiv.org/abs/2302.08439
We study the implicit regularization of gradient descent towards structured sparsity via a novel neural reparameterization, which we call a diagonally grouped linear neural network. We show the following intriguing property of our reparameterization:
Externí odkaz:
http://arxiv.org/abs/2301.12540
Autor:
Wong Raymond K
Publikováno v:
The Journal of ExtraCorporeal Technology, Vol 56, Iss 2, Pp 34-36 (2024)
Externí odkaz:
https://doaj.org/article/f8125608e79c4814901958ed80859f86
