Search Results for author: Erica Cai

Found 4 papers, 2 papers with code

Improving the Efficiency of the PC Algorithm by Using Model-Based Conditional Independence Tests

no code implementations12 Nov 2022 Erica Cai, Andrew Mcgregor, David Jensen

We propose such a pre-processing step for the PC algorithm which relies on performing CI tests on a few randomly selected large conditioning sets.

Adaptive Selection of the Optimal Strategy to Improve Precision and Power in Randomized Trials

1 code implementation31 Oct 2022 Laura B. Balzer, Erica Cai, Lucas Godoy Garraza, Pracheta Amaranath

Benkeser et al. demonstrate how adjustment for baseline covariates in randomized trials can meaningfully improve precision for a variety of outcome types.

Measuring Interventional Robustness in Reinforcement Learning

1 code implementation19 Sep 2022 Katherine Avery, Jack Kenney, Pracheta Amaranath, Erica Cai, David Jensen

Recent work in reinforcement learning has focused on several characteristics of learned policies that go beyond maximizing reward.

Fairness reinforcement-learning +1

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