Bayesian multiple response kernel regression model for high dimensional data and its practical applications in near infrared spectroscopy
type: Item
instance of: scholarly article
title: Bayesian multiple response kernel regression model for high dimensional data and its practical applications in near infrared spectroscopy
zbMATH Open document ID: 1255.62059
author: Sounak Chakraborty
published in: Computational Statistics and Data Analysis
publication date: 2012-12-30T00:00:00Z
Mathematics Subject Classification ID: 62F15
Mathematics Subject Classification ID: 62J02
Mathematics Subject Classification ID: 46N30
Mathematics Subject Classification ID: 62P35
Mathematics Subject Classification ID: 65C40
zbMATH DE Number: 6119712
zbMATH Keywords: Bayesian prediction
zbMATH Keywords: Laplace distribution
zbMATH Keywords: Metropolis-Hastings algorithm
zbMATH Keywords: reproducing kernel Hilbert space
zbMATH Keywords: nonlinear regression
zbMATH Keywords: Vapnik's \(\varepsilon \)-insensitive loss
describes a project that uses: BartPy
describes a project that uses: BayesTree
MaRDI profile type: Publication
full work available at URL: j.csda.2012.02.019
OpenAlex ID: W1982300555
cites work: Theory of Reproducing Kernels
cites work: Q4293547
cites work: Random forests
cites work: The choice of variables in multivariate regression: a non-conjugate Bayesian decision theory approach
cites work: Bayesian Wavelet Regression on Curves With Application to a Spectroscopic Calibration Problem
cites work: Empirical Bayes Gibbs sampling
cites work: Bayesian nonlinear regression for large \(p\) small \(n\) problems
cites work: BART: Bayesian additive regression trees
cites work: Q4529786
cites work: Sampling-Based Approaches to Calculating Marginal Densities
cites work: The elements of statistical learning. Data mining, inference, and prediction
cites work: Robust Estimation of a Location Parameter
cites work: Q3874133
cites work: Some results on Tchebycheffian spline functions and stochastic processes
cites work: Bayesian learning for neural networks
cites work: The Bayesian Lasso
cites work: Q5667325
cites work: Q3394879
cites work: Q4861400
cites work: Nonparametric seemingly unrelated regression
cites work: Bayesian methods for support vector machines: Evidence and predictive class probabilities
cites work: Q4856771
cites work: Q3996207
cites work: An Efficient Method of Estimating Seemingly Unrelated Regressions and Tests for Aggregation Bias
DOI: 10.1016/J.CSDA.2012.02.019
description: scientific article; zbMATH DE number 6119712