Search Results for author: Sujit Ghosh

Found 3 papers, 1 papers with code

On the estimation of the order of smoothness of the regression function

no code implementations10 Oct 2015 Daniel Taylor-Rodriguez, Sujit Ghosh

The order of smoothness chosen in nonparametric estimation problems is critical.

Methodology

ProGO: Probabilistic Global Optimizer

no code implementations4 Oct 2023 Xinyu Zhang, Sujit Ghosh

To address these challenges, we develop a sequence of multidimensional integration-based methods that we show to converge to the global optima under some mild regularity conditions.

Bayesian Optimization

Multivariate Density Estimation with Missing Data

1 code implementation14 Aug 2018 Zhen Li, Lili Wu, Weilian Zhou, Sujit Ghosh

Multivariate density estimation is a popular technique in statistics with wide applications including regression models allowing for heteroskedasticity in conditional variances.

Methodology

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