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BOOST: Stata module to perform boosted regression

Author

Listed:
  • Matthias Schonlau

    (University of Waterloo)

Programming Language

Stata

Abstract

boost implements the MART boosting algorithm described in Hastie et al. (2001). boost accommodates Gaussian (normal), logistic, Poisson and multinomial regression. The algorithm is implemented as a C++ plugin and requires Stata 16 or higher to run. By default the model is fit using the first 80% of the data (training data). This percentage can be changed through the option trainfraction(). To ensure that the training data are random 80% sort the data in random order before running boost.

Suggested Citation

  • Matthias Schonlau, 2018. "BOOST: Stata module to perform boosted regression," Statistical Software Components S458541, Boston College Department of Economics, revised 09 Nov 2020.
  • Handle: RePEc:boc:bocode:s458541
    Note: This module should be installed from within Stata by typing "ssc install boost". The module is made available under terms of the GPL v3 (https://www.gnu.org/licenses/gpl-3.0.txt). Windows users should not attempt to download these files with a web browser.
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    File URL: http://fmwww.bc.edu/repec/bocode/b/boost.ado
    File Function: program code
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    File URL: http://fmwww.bc.edu/repec/bocode/b/boost_logistic.do
    File Function: program code
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    File URL: http://fmwww.bc.edu/repec/bocode/b/boost_normal.do
    File Function: program code
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    File URL: http://fmwww.bc.edu/repec/bocode/b/boost_predict.ado
    File Function: program code
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    File URL: http://fmwww.bc.edu/repec/bocode/b/boost.sthlp
    File Function: help file
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    File URL: http://fmwww.bc.edu/repec/bocode/i/influence_barchart.ado
    File Function: program code
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    File URL: http://fmwww.bc.edu/repec/bocode/i/influence_delete.ado
    File Function: program code
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    File URL: http://fmwww.bc.edu/repec/bocode/i/influence_barchart.sthlp
    File Function: help file
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    File URL: http://fmwww.bc.edu/repec/bocode/b/boost_linux64.plugin
    File Function: binary plugin
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    File URL: http://fmwww.bc.edu/repec/bocode/b/boost_mac64.plugin
    File Function: binary plugin
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    File URL: http://fmwww.bc.edu/repec/bocode/b/boost_win64.plugin
    File Function: binary plugin
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    More about this item

    Keywords

    Stata;

    Statistics

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