Adaptive Bayesian bandwidth selection in asymmetric kernel density estimation for nonnegative heavy-tailed data

DOI10.1080/02664763.2015.1004626OpenAlexW2057837316MaRDI QIDQ5130279

Yasmina Ziane, Smail Adjabi, Nabil Zougab

Publication date: 4 November 2020

Published in: Journal of Applied Statistics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/02664763.2015.1004626

zbMATH Keywords

bandwidthprior distributioncross validationloss functionsBSPE kernelHT data

Mathematics Subject Classification ID

Density estimation (62G07) Nonparametric inference (62G99)

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Cites Work

• Unnamed Item
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• Bayesian adaptive bandwidth kernel density estimation of irregular multivariate distributions
• Discrete associated kernels method and extensions
• A Bayesian approach to bandwidth selection for multivariate kernel density estimation
• Density estimation using asymmetric kernels and Bayes bandwidths with censored data
• Bayesian estimation of adaptive bandwidth matrices in multivariate kernel density estimation
• Generalized Birnbaum-Saunders kernel density estimators and an analysis of financial data
• Approximate inference of the bandwidth in multivariate kernel density estimation
• A Bayesian method to estimate the optimal bandwidth for multivariate kernel estimator
• Binomial kernel and Bayes local bandwidth in discrete function estimation
• A Skewed Sinh-Normal Distribution and Its Properties and Application to Air Pollution
• Point estimation under asymmetric loss functions for left-truncated exponential samples
• Bayesian approach to the choice of smoothing parameter in kernel density estimation
• Density estimation using inverse and reciprocal inverse Gaussian kernels
• Adaptive smoothing in associated kernel discrete functions estimation using Bayesian approach
• Bayes bandwidth selection in kernel density estimation with censored data
• Probability density function estimation using gamma kernels