Author

Imon Banerjee

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Preprint Sep 2026

Low Dimensional Sampling under Reconstructed Constraints

We study sampling from a distribution supported on an unknown compact $d$-dimensional $C^2$ manifold $M\subset\mathbb{R}^D$, observed only through i.i.d. uniform points from $M$. We reconstruct the constraint using an adaptive local-convex-hull estimator and target an ambient distribution penalized by squared distance...

Imon Banerjee, Riddhiman Bhattacharyya · 0 citations

Preprint Jul 2026

Nonparametric Multi Change Point Detection for Markov Chains via Adaptive Clustering

Offline change point detection tries to detect time points of distribution change in a given data sequence; and is now routinely used in signal processing, speech processing, climatology etc. Despite this broad applicability across economics, computer science, and planetary sciences, rigorous, nonparametric techniques...

Imon Banerjee, Jiaqi Lei, Sanjay Mehrotra · 2 citations