3 citations · 3 across the 1 of their papers we have counts for
3 papers
cs.LG2026
RepFlow: Representation Enhanced Flow Matching for Causal Effect Estimation
Yifei Xie, Jian Huang
Estimating causal effects from observational data has become increasingly critical in diverse fields including healthcare, economics, and social policy. The fundamental challenge i…
cs.LG2021★ 3 cited
Discrete Choice Analysis with Machine Learning Capabilities
Youssef M. Aboutaleb, Mazen Danaf, Yifei Xie +1
This paper discusses capabilities that are essential to models applied in policy analysis settings and the limitations of direct applications of off-the-shelf machine learning meth…
stat.ME2020
Sparse Covariance Estimation in Logit Mixture Models
Youssef M Aboutaleb, Mazen Danaf, Yifei Xie +1
This paper introduces a new data-driven methodology for estimating sparse covariance matrices of the random coefficients in logit mixture models. Researchers typically specify cova…