Concepedia

Bayesian Regression Trees

Bayesian Regression Trees is a probabilistic nonparametric regression model that uses a tree-based structure to partition the predictor space and assigns posterior distributions over tree configurations and leaf node parameters through Bayesian inference, distinguishing itself from classical regression trees by quantifying uncertainty in both structure and predictions.

102

Publications

8.6K

Citations

317

Authors

214

Institutions

Publications per year

2017–2026

68

Parents

Publications

102

BART: Bayesian additive regression trees

The Annals of Applied Statistics · 2010 · 1.5K citations · Full text

, , +16

BART: Bayesian Additive Regression Trees

ScholarlyCommons (University of Pennsylvania) · 2006 · 969 citations · Full text

, , +16

Bayesian CART Model Search

Hugh Chipman, Edward I. George, Robert E. McCulloch · Journal of the American Statistical Association · 1998 · 713 citations

, , +17

Bayes and big data: the consensus Monte Carlo algorithm

Steven L. Scott, Alexander W. Blocker, Fernando V. Bonassi et al. · International Journal of Management Science and Engineering Management · 2016 · 356 citations · Full text

, , +14

A Bayesian CART algorithm

D. Dension · Biometrika · 1998 · 320 citations

, , +15

1–5 of 102

Authors

317

  1. RE
    Robert E. McCulloch

    University of Chicago, United States

    9 publications · 1.7K citations

    9

    h-index

  2. HC
    Hugh Chipman

    Acadia University, Canada

    8 publications · 1.5K citations

    8

    h-index

  3. RS
    Rodney Sparapani

    Medical College of Wisconsin, United States

    8 publications · 497 citations

    8

    h-index

  4. EI
    Edward I. George

    University of Pennsylvania, United States

    7 publications · 1.5K citations

    7

    h-index

  5. FH
    Florian Huber

    University of Salzburg, Austria

    5 publications · 195 citations

    5

    h-index

1–5 of 317

Institutions

214

  1. University of Chicago

    Chicago, United States

    8 h-index

    9 publications

    1.4K citations

  2. The University of Texas at Austin

    Austin, United States

    7 h-index

    8 publications

    1.6K citations

  3. Medical College of Wisconsin

    Milwaukee, United States

    7 h-index

    21 publications

    1.1K citations

  4. Arizona State University

    Tempe, United States

    6 h-index

    7 publications

    502 citations

  5. University of Pennsylvania

    Philadelphia, United States

    5 h-index

    6 publications

    468 citations

  6. Harvard University

    Cambridge, United States

    5 h-index

    32 publications

    615 citations

  7. University of Salzburg

    Salzburg, Austria

    5 h-index

    7 publications

    296 citations

  8. New York University

    New York, United States

    4 h-index

    5 publications

    282 citations

1–8 of 214

Venues

  1. Statistics in Medicine

    8 publications · 466 citations

    8

    h-index

  2. Bayesian Analysis

    5 publications · 451 citations

    5

    h-index

  3. PLoS ONE

    4 publications · 129 citations

    4

    h-index

  4. Statistical Methods in Medical Research

    4 publications · 193 citations

    4

    h-index

  5. arXiv (Cornell University)

    Repository · 4 publications · 106 citations

    4

    h-index

1–5