asymptotic optimality 1e-processes 1nonparametric methods 1sequential change detection 1unknown distributions 1
From the 1 of 8 linked papers with an AI index.
Showing stat.MLShow all
3 papers · 1 filter
stat.ML2026
Distribution-free changepoint localization after sequential change detection
Aytijhya Saha, Aaditya Ramdas
This paper introduces a distribution-free framework for constructing post-detection confidence sets for changepoints after stopping a sequential change detection procedure. It is w…
stat.ML2026
Post-detection inference for sequential changepoint localization
Aytijhya Saha, Aaditya Ramdas
This paper addresses a fundamental but largely unexplored challenge in sequential changepoint analysis: conducting inference following a detected change. We develop a very general…
stat.ML2025
Robust Classification of High-Dimensional Data using Data-Adaptive Energy Distance
Jyotishka Ray Choudhury, Aytijhya Saha, Sarbojit Roy +1
Classification of high-dimensional low sample size (HDLSS) data poses a challenge in a variety of real-world situations, such as gene expression studies, cancer research, and medic…