Bayesian Spectral Analysis Regression with Shape Restrictions

DOI10.5705/ss.202015.0096zbMath1395.62092OpenAlexW2574412271MaRDI QIDQ2960504

Taeryon Choi, Peter J. Lenk

Publication date: 17 February 2017

Published in: Statistica Sinica (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.5705/ss.202015.0096

zbMATH Keywords

smoothingsemiparametric regressionspectral representationisotonic regressionmodel choiceadaptive Markov chain Monte CarloLassoKarhunen-Loève expansionshape restriction

Mathematics Subject Classification ID

Nonparametric regression and quantile regression (62G08) Ridge regression; shrinkage estimators (Lasso) (62J07) Bayesian inference (62F15)

Related Items (9)

Unnamed Item ⋮ Bayesian analysis of first-order Markov models for autocorrelated binary responses ⋮ A Mass-Shifting Phenomenon of Truncated Multivariate Normal Priors ⋮ Bayesian Trend Filtering via Proximal Markov Chain Monte Carlo ⋮ Locally adaptive Bayesian isotonic regression using half shrinkage priors ⋮ mBART: multidimensional monotone BART ⋮ Bayesian inference in nonparanormal graphical models ⋮ Bayesian analysis of semiparametric Bernstein polynomial regression models for data with sample selection ⋮ A projection approach to monotonic regression with Bernstein polynomials

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