2 papers
stat.ME2025
A New and Efficient Debiased Estimation of General Treatment Models by Balanced Neural Networks Weighting
Zeqi Wu, Meilin Wang, Wei Huang +1
Estimation and inference of treatment effects under unconfounded treatment assignments often suffer from bias and the `curse of dimensionality' due to the nonparametric estimation…
stat.ML2025
Projection Pursuit Density Ratio Estimation
Meilin Wang, Wei Huang, Mingming Gong +1
Density ratio estimation (DRE) is a paramount task in machine learning, for its broad applications across multiple domains, such as covariate shift adaptation, causal inference, in…