no code implementations • 13 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.
no code implementations • 4 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.
1 code implementation • 12 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.