RESEARCH OUTPUT
Publications and ongoing work in statistical learning, computation, and applications.
Showing 7 works
Journal of Computational and Graphical Statistics, 35(1), 395–405. Published online in 2025.
Efficient computation for kernel quantile regression, including non-crossing quantile curves.
The First Conference on Statistics and Trustworthy AI for Cross (X)-Domain Acceleration, 2026.
Location-aware smoothing for structured spatial transcriptomics data.
Advances in Neural Information Processing Systems 38.
Quantile-based classification for imbalanced data with many features and few observations.
Proceedings of the 41st International Conference on Machine Learning, PMLR 235, 47865–47884.
Finite smoothing for accurate, efficient optimization of non-smooth statistical learning problems.
Submitted to the Journal of Biopharmaceutical Statistics.
Statistical methodology for comparing treatments using composite clinical endpoints.
Research in progress.
Developing Bayesian approaches to high-dimensional imbalanced classification and uncertainty quantification.
Research in progress.
Transfer learning for high-dimensional multiclass classification using distance weighted discrimination.
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