2 papers
math.OC2026
BOOOM: Loss-Function-Agnostic Black-Box Optimization over Orthonormal Manifolds for Machine Learning and Statistical Inference
Beomchang Kim, Subhrajyoty Roy, Priyam Das
Optimization over the Stiefel manifold , the set of column-orthonormal matrices, is fundamental in statistics, machine learning, and scientific compu…
stat.ME2025
SMART-MC: Characterizing the Dynamics of Multiple Sclerosis Therapy Transitions Using a Covariate-Based Markov Model
Beomchang Kim, Zongqi Xia, Priyam Das
Treatment switching is a common occurrence in the management of Multiple Sclerosis (MS), where patients transition across various disease-modifying therapies (DMTs) due to heteroge…