Bayesian additive regression trees with model trees
From MaRDI portal
Publication:2058722
DOI10.1007/s11222-021-09997-3zbMath1475.62055arXiv2006.07493OpenAlexW3135504614MaRDI QIDQ2058722
Estevão B. Prado, Andrew C. Parnell, Rafael A. Moral
Publication date: 9 December 2021
Published in: Statistics and Computing (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/2006.07493
Computational methods for problems pertaining to statistics (62-08) Nonparametric regression and quantile regression (62G08) Learning and adaptive systems in artificial intelligence (68T05)
Related Items
GP-BART: a novel Bayesian additive regression trees approach using Gaussian processes ⋮ Bayesian additive regression trees for genotype by environment interaction models
Uses Software
Cites Work
- Unnamed Item
- Greedy function approximation: A gradient boosting machine.
- BART: Bayesian additive regression trees
- Generalized random forests
- The Bayesian additive classification tree applied to credit risk modelling
- Bayesian additive regression trees using Bayesian model averaging
- Bayesian regression tree models for causal inference: regularization, confounding, and heterogeneous effects (with discussion)
- BART with targeted smoothing: an analysis of patient-specific stillbirth risk
- Posterior concentration for Bayesian regression trees and forests
- The horseshoe estimator for sparse signals
- Bayesian Regression Tree Ensembles that Adapt to Smoothness and Sparsity
- Bayesian Regression Trees for High-Dimensional Prediction and Variable Selection
- Semiparametric mixed‐scale models using shared Bayesian forests
- Bayesian Analysis of Binary and Polychotomous Response Data
- A Bayesian credible subgroups approach to identifying patient subgroups with positive treatment effects
- Logistic model trees
- Random forests
This page was built for publication: Bayesian additive regression trees with model trees
