change point detection 1clustering 1markov chains 1nonparametric methods 1rademacher complexity 1statistical learning 1
From the 1 of 3 linked papers with an AI index.
3 papers
stat.ME2026
Nonparametric Multi Change Point Detection for Markov Chains via Adaptive Clustering
Imon Banerjee, Jiaqi Lei, Sanjay Mehrotra
The paper proposes a non‑parametric, offline change‑point detection method for sequences generated by Markov chains, using adaptive penalised clustering and new concentration resul…
math.OC2025
A Framework for Stochastic Fairness in Dominant Resource Allocation with Cloud Computing Applications
Jiaqi Lei, Akhil Singla, Sanjay Mehrotra
Allocation of limited resources under uncertain requirements often necessitates fairness considerations, with applications in computer systems, health systems, and humanitarian log…
math.OC2025
Convergence and Bound Computation for Chance Constrained Distributionally Robust Models using Sample Approximation
Jiaqi Lei, Sanjay Mehrotra
This paper considers a distributionally robust chance constraint model with a general ambiguity set. We show that a sample based approximation of this model converges under suitabl…