Search Results for author: Tianhui Zhou

Found 3 papers, 1 papers with code

Multiple Domain Causal Networks

no code implementations13 May 2022 Tianhui Zhou, William E. Carson IV, Michael Hunter Klein, David Carlson

Finally, we justify our approach by providing theoretical analyses that demonstrate that MDCN improves on the generalization bound of the new, unobserved target center.

Selection bias

Estimating Potential Outcome Distributions with Collaborating Causal Networks

no code implementations4 Oct 2021 Tianhui Zhou, William E Carson IV, David Carlson

However, existing methods for estimating treatment effect potential outcome distributions often impose restrictive or simplistic assumptions about these distributions.

Causal Inference Decision Making

Estimating Uncertainty Intervals from Collaborating Networks

1 code implementation12 Feb 2020 Tianhui Zhou, Yitong Li, Yuan Wu, David Carlson

We address these challenges by proposing a novel method to capture predictive distributions in regression by defining two neural networks with two distinct loss functions.

Decision Making regression

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