1 citations · 1 across the 4 of their papers we have counts for
4 papers
Privacy-Preserving EHR Data Transformation via Geometric Operators: A Human-AI Co-Design Technical Report
Maolin Wang, Beining Bao, Gan Yuan +9
Electronic health records (EHRs) and other real-world clinical data are essential for clinical research, medical artificial intelligence, and life science, but their sharing is sev…
Efficient Estimation of the Central Mean Subspace via Smoothed Gradient Outer Products
Gan Yuan, Mingyue Xu, Samory Kpotufe +1
We consider the problem of sufficient dimension reduction (SDR) for multi-index models. The estimators of the central mean subspace in prior works either have slow (non-parametric)…
Nuances in Margin Conditions Determine Gains in Active Learning
Samory Kpotufe, Gan Yuan, Yunfan Zhao
We consider nonparametric classification with smooth regression functions, where it is well known that notions of margin in determine fast or slow rates in both active and…
Weakly Supervised Learning Creates a Fusion of Modeling Cultures
Chengliang Tang, Gan Yuan, Tian Zheng
The past two decades have witnessed the great success of the algorithmic modeling framework advocated by Breiman et al. (2001). Nevertheless, the excellent prediction performance o…