Research Projects

Adaptive Shrinkage Estimation Method

Adaptive Shrinkage Estimation for Personalized Deep Kernel Regression

A method for predicting personalized biomarker tragectories using deep kernel regression with adaptive shrinkage estimation. Presented at ICLR 2025 .

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Conformal Prediction for Randomly-Timed Biomarker Trajectories

Uncertainty-Calibrated Prediction of Randomly-Timed Biomarker Trajectories

A conformal prediction method for randomly-timed biomarker trajectories, enabling uncertainty quantification and improved high-risk subject identification. Presented at NeurIPS 2025.

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