Search Results for author: Arun K. Kuchibhotla

Found 3 papers, 1 papers with code

Nested conformal prediction and quantile out-of-bag ensemble methods

1 code implementation23 Oct 2019 Chirag Gupta, Arun K. Kuchibhotla, Aaditya K. Ramdas

Conformal prediction is a popular tool for providing valid prediction sets for classification and regression problems, without relying on any distributional assumptions on the data.

Conformal Prediction Density Estimation +2

First order expansion of convex regularized estimators

no code implementations12 Oct 2019 Pierre C. Bellec, Arun K. Kuchibhotla

Such first order expansion implies that the risk of $\hat{\beta}$ is asymptotically the same as the risk of $\eta$ which leads to a precise characterization of the MSE of $\hat\beta$; this characterization takes a particularly simple form for isotropic design.

regression

On Least Squares Estimation under Heteroscedastic and Heavy-Tailed Errors

no code implementations4 Sep 2019 Arun K. Kuchibhotla, Rohit K. Patra

The rate of convergence of the least squares estimator (LSE) for the unknown regression function is well studied when the errors are sub-Gaussian.

regression

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