Efficient Bayesian Multivariate Surface Regression

DOI10.1111/sjos.12022zbMath1283.62052arXiv1110.3689OpenAlexW3123159170MaRDI QIDQ2868862

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Publication date: 19 December 2013

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

Full work available at URL: https://arxiv.org/abs/1110.3689

zbMATH Keywords

splinesMarkov chain Monte CarloBayesian inferencefree knots

Mathematics Subject Classification ID

Estimation in multivariate analysis (62H12) Bayesian inference (62F15) Linear inference, regression (62J99) Numerical analysis or methods applied to Markov chains (65C40)

Related Items (2)

Nonlinear surface regression with dimension reduction method ⋮ Variational inference for Bayesian bridge regression

Uses Software

• SemiPar
• BayesTree
• ElemStatLearn
• BartPy

Cites Work

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• BART: Bayesian additive regression trees
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• Optimal prediction pools
• Interpretation and inference in mixture models: simple MCMC works
• Nonparametric regression using Bayesian variable selection
• Multivariate adaptive regression splines
• Smoothing techniques for curve estimation. Proceedings of a workshop held in Heidelberg, April 2-4, 1979
• Bayesian curve-fitting with free-knot splines
• Automatic Bayesian Curve Fitting
• Radial Basis Functions
• Semiparametric Regression
• Bayesian mixture of splines for spatially adaptive nonparametric regression
• Generalized Nonlinear Modeling With Multivariate Free-Knot Regression Splines

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