Bayesian additive regression trees using Bayesian model averaging
DOI10.1007/s11222-017-9767-1zbMath1386.68131arXiv1507.00181OpenAlexW2964142008WikidataQ64121094 ScholiaQ64121094MaRDI QIDQ1704023
Andrew C. Parnell, Adrian E. Raftery, Stephen R. Pennington, Belinda Hernández
Publication date: 8 March 2018
Published in: Statistics and Computing (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/1507.00181
Bayesian model averagingrandom forestBayesian additive regression treesbiomarker selectionsmall \(n\) large \(p\)
Applications of statistics to biology and medical sciences; meta analysis (62P10) Bayesian inference (62F15) Learning and adaptive systems in artificial intelligence (68T05)
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Cites Work
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- Greedy function approximation: A gradient boosting machine.
- Bagging predictors
- BART: Bayesian additive regression trees
- Variable selection for BART: an application to gene regulation
- Algorithm runtime prediction: methods \& evaluation
- Efficient Metropolis-Hastings proposal mechanisms for Bayesian regression tree models
- Statistics for high-dimensional data. Methods, theory and applications.
- Estimation of a noisy discrete-time step function: Bayes and empirical Bayes approaches
- Empirical characterization of random forest variable importance measures
- Multivariate adaptive regression splines
- Estimating the dimension of a model
- Fitting multiple change-point models to data
- Stacked regressions
- Regression conformal prediction with random forests
- Model Selection and Accounting for Model Uncertainty in Graphical Models Using Occam's Window
- Optimal Detection of Changepoints With a Linear Computational Cost
- Prediction with missing data via Bayesian Additive Regression Trees
- Bayesian Analysis of Binary and Polychotomous Response Data
- The huge Package for High-dimensional Undirected Graph Estimation in R
- Problems in the Analysis of Survey Data, and a Proposal
- Multivariate Statistics
- Extremely randomized trees
- Random forests
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