1 code implementation • 19 Feb 2021 • Yuxiang Gao, Lauren Kennedy, Daniel Simpson
Using MRP-style estimators, treatment effect estimates for areas as small as 1. 3$\%$ of the population have lower bias and variance than standard causal inference methods, even in the presence of treatment effect heterogeneity.
Causal Inference Methodology
no code implementations • 22 Dec 2020 • Kapil Katyal, Yuxiang Gao, Jared Markowitz, Sara Pohland, Corban Rivera, I-Jeng Wang, Chien-Ming Huang
Human-aware robot navigation promises a range of applications in which mobile robots bring versatile assistance to people in common human environments.
2 code implementations • 19 Aug 2019 • Yuxiang Gao, Lauren Kennedy, Daniel Simpson, Andrew Gelman
A central theme in the field of survey statistics is estimating population-level quantities through data coming from potentially non-representative samples of the population.
Methodology
no code implementations • 7 Feb 2018 • Xin Chen, Hua Zhou, Yuxiang Gao, Yu Zhu
Therefore, MiMatrix intrinsically solves the bandwidth bottleneck of central node in parameter server framework that is widely used in distributed DL tasks.