Winston Chen
Scholar

Winston Chen

Google Scholar ID: 8ewuS3UAAAAJ
PhD student University of Michigan
Machine Learning for healthcare
Homepage↗Google Scholar↗
Citations & Impact
All-time
Citations
5
 
H-index
1
 
i10-index
0
 
Publications
4
 
Co-authors
5
list available
Contact
Emailchenwt@umich.comCVOpen ↗TwitterOpen ↗GitHubOpen ↗LinkedInOpen ↗
Publications
4 items
Measuring Model Performance in the Presence of an Intervention
2025
Cited
0
Conditional Front-door Adjustment for Heterogeneous Treatment Assignment Effect Estimation Under Non-adherence
2025
Cited
0
Recent Advances, Applications and Open Challenges in Machine Learning for Health: Reflections from Research Roundtables at ML4H 2024 Symposium
2025
Cited
0
Error-controlled non-additive interaction discovery in machine learning models
arXiv.org · 2024
Cited
0
Resume (English only)
Academic Achievements
  • Paper: 'Conditional Front-door Adjustment for Heterogeneous Treatment Assignment Effect Estimation Under Non-adherence', CHIL 2025
  • Paper: 'Error-controlled Non-additive Interaction Discovery in Machine Learning Models', Nature Machine Intelligence 2025; previously presented at NeurIPS 2024 XAI workshop and MLCB 2023
  • Paper: 'Measuring Model Performance in the Presence of an Intervention', under review
  • Program Sub-Chair for ML4H 2024; Reviewer for AISTATS 2025
  • Recipient of Mary Gates Research Scholarship (2021), Lawrence & Lucille Frey ECE Scholarship (2020), Herschel & Caryl Roman Genomics Scholarship (2020)
Co-authors
5 total
William Stafford Noble
William Stafford Noble
Professor of Genome Sciences, University of Washington
Co-author 2
Co-author 2
Jenna Wiens
Jenna Wiens
University of Michigan
Co-author 4
Co-author 4
Trenton Chang
Trenton Chang
University of Michigan