Dongming Huang
Scholar

Dongming Huang

Google Scholar ID: koCmlGAAAAAJ
National University of Singapore
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Citations & Impact
All-time
Citations
124
 
H-index
4
 
i10-index
3
 
Publications
15
 
Co-authors
0
 
Publications
5 items
Linear Functional Testing with General Loadings in Sparse Regression: Separation Rates and Computational Barriers
2026
Cited
0
Learning Curves and Benign Overfitting of Spectral Algorithms in Large Dimensions
2026
Cited
0
Alignment-Sensitive Minimax Rates for Spectral Algorithms with Learned Kernels
2025
Cited
0
A Generalized Framework for Approximate Co-Sufficient Sampling
2025
Cited
0
Testing Multivariate Conditional Independence Using Exchangeable Sampling and Sufficient Statistics
2025
Cited
0
Resume
Research Experience
  • Serves as an Assistant Professor in the Department of Statistics and Data Science at the National University of Singapore. Previously conducted doctoral research at Harvard University.
Education
  • Received a B.S. in Mathematics from Peking University in China in 2015; then obtained a Ph.D. in Statistics from Harvard University, co-advised by Professors Samuel Kou and Lucas Janson, and also worked closely with Professors Donald Rubin and Jun Liu.
Background
  • Research Interests: Developing innovative methods for efficient and stable statistical analyses of the dependence structures in high-dimensional data, and establishing their theoretical guarantees. Specific areas include sufficient dimension reduction, model-X inference, and Bayesian inference. Background: Currently an Assistant Professor in the Department of Statistics and Data Science at the National University of Singapore.
Miscellany
  • Beyond research, he enjoys teaching and mentoring. He has supervised graduate and undergraduate students.