Bayesian variable selection with strong heredity constraints

DOI10.1016/j.jkss.2018.03.003zbMath1395.62202OpenAlexW2796989574MaRDI QIDQ1657864

Yongdai Kim, Johan Lim, Joungyoun Kim, Woncheol Jang

Publication date: 14 August 2018

Published in: Journal of the Korean Statistical Society (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.jkss.2018.03.003

zbMATH Keywords

interactionvariable selectionheredity principleshotgun stochastic searchstrong heredity

Mathematics Subject Classification ID

Linear regression; mixed models (62J05) Bayesian problems; characterization of Bayes procedures (62C10)

Related Items

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Uses Software

• SSS
• hierNet

Cites Work

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• The Adaptive Lasso and Its Oracle Properties
• A lasso for hierarchical interactions
• Structured variable selection and estimation
• Optimal predictive model selection.
• An exploration of aspects of Bayesian multiple testing
• High-dimensional graphs and variable selection with the Lasso
• Better Subset Regression Using the Nonnegative Garrote
• Bayesian Model Averaging for Linear Regression Models
• Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties
• Bayesian Graphical Models for Discrete Data
• Bayesian variable selection with related predictors
• Variable Selection With the Strong Heredity Constraint and Its Oracle Property
• Shotgun Stochastic Search for “Largep” Regression
• Monte Carlo sampling methods using Markov chains and their applications
• Some Comments on C P