Search Results for author: Sujit Ghosh

Found 3 papers, 1 papers with code

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

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

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