Nabarun Deb

activity

20182026

most citedMultivariate Rank-based Distribution-free Nonparametric Testing using Measure Transportation

35 citations · 108 across the 20 of their papers we have counts for

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2 papers · 1 filter

math.ST2024

Distribution-free Measures of Association based on Optimal Transport

Nabarun Deb, Promit Ghosal, Bodhisattva Sen

In this paper we propose and study a class of nonparametric, yet interpretable measures of association between two random vectors $X$ and $Y$ taking values in $R^{d_{1}}$ an…

math.ST2024

Trade-off Between Dependence and Complexity for Nonparametric Learning -- an Empirical Process Approach

Nabarun Deb, Debarghya Mukherjee

Empirical process theory for i.i.d. observations has emerged as a ubiquitous tool for understanding the generalization properties of various statistical problems. However, in many…