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20122022
most citedStatistical Properties of the log-cosh Loss Function Used in Machine Learning

26 citations · 35 across the 5 of their papers we have counts for

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5 papers

stat.ML2022★ 26 cited

Statistical Properties of the log-cosh Loss Function Used in Machine Learning

Resve A. Saleh, A. K. Md. Ehsanes Saleh

This paper analyzes a popular loss function used in machine learning called the log-cosh loss function. A number of papers have been published using this loss function but, to date…

stat.ML2021

Solution to the Non-Monotonicity and Crossing Problems in Quantile Regression

Resve A. Saleh, A. K. Md. Ehsanes Saleh

This paper proposes a new method to address the long-standing problem of lack of monotonicity in estimation of the conditional and structural quantile function, also known as quant…

math.ST2015★ 7 cited

Restricted LASSO and Double Shrinking

M. Norouzirad, M. Arashi, A. K. Md. Ehsanes Saleh

In the context of multiple regression model, suppose that the vector parameter of interest βis subjected to lie in the subspace hypothesis Hβ= h, where this restriction is based on…

math.ST2015★ 1 cited

Penalty, Shrinkage, and Preliminary Test Estimators under Full Model Hypothesis

Enayetur Raheem, A. K. Md. Ehsanes Saleh

This paper considers a multiple regression model and compares, under full model hypothesis, analytically as well as by simulation, the performance characteristics of some popular p…

math.ST2012★ 1 cited

Regression Model With Elliptically Contoured Errors

M. Arashi, A. K. Md E. Saleh, S. M. M. Tabatabaey

For the regression model where the errors follow the elliptically contoured distribution (ECD), we consider the least squares (LS), restricted LS (RLS), preliminary test (PT), Stei…