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20172024
most citedOptimal Confidence Bands for Shape-restricted Regression in Multidimensions

1 citations · 1 across the 5 of their papers we have counts for

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5 papers

math.PR2024

Rates of Convergence of the Magnetization in the Tensor Curie-Weiss Potts Model

Sanchayan Bhowal, Somabha Mukherjee

In this paper, we derive distributional convergence rates for the magnetization vector and the maximum pseudolikelihood estimator of the inverse temperature parameter in the tensor…

math.PR2024

Moderate Deviation and Berry-Esseen Bounds in the -Spin Curie-Weiss Model

Somabha Mukherjee, Tianyu Liu, Bhaswar B. Bhattacharya

Limit theorems for the magnetization in the -spin Curie-Weiss model, for , has been derived recently by Mukherjee et al. (2021). In this paper, we strengthen these res…

math.ST20241 cited

Optimal Confidence Bands for Shape-restricted Regression in Multidimensions

Ashley, Datta, Somabha Mukherjee +1

In this paper, we propose and study construction of confidence bands for shape-constrained regression functions when the predictor is multivariate. In particular, we consider the c…

math.ST2023

Limit Theorems and Phase Transitions in the Tensor Curie-Weiss Potts Model

Sanchayan Bhowal, Somabha Mukherjee

In this paper, we derive results about the limiting distribution of the empirical magnetization vector and the maximum likelihood (ML) estimates of the natural parameters in the te…

math.PR2017

A Proof of the Herschel-Maxwell Theorem Using the Strong Law of Large Numbers

Somabha Mukherjee

In this article, we use the strong law of large numbers to give a proof of the Herschel-Maxwell theorem, which characterizes the normal distribution as the distribution of the comp…