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tgp

Bayesian Treed Gaussian Process Models

v2.4-23 · Sep 3, 2024 · LGPL

Description

Bayesian nonstationary, semiparametric nonlinear regression and design by treed Gaussian processes (GPs) with jumps to the limiting linear model (LLM). Special cases also implemented include Bayesian linear models, CART, treed linear models, stationary separable and isotropic GPs, and GP single-index models. Provides 1-d and 2-d plotting functions (with projection and slice capabilities) and tree drawing, designed for visualization of tgp-class output. Sensitivity analysis and multi-resolution models are supported. Sequential experimental design and adaptive sampling functions are also provided, including ALM, ALC, and expected improvement. The latter supports derivative-free optimization of noisy black-box functions. For details and tutorials, see Gramacy (2007) <doi:10.18637/jss.v019.i09> and Gramacy & Taddy (2010) <doi:10.18637/jss.v033.i06>.

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r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 12 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 25, 2026
NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-oldrel-macos-arm64

installed package size

installed size is  5.3Mb
  sub-directories of 1Mb or more:
    doc    2.6Mb
    libs   2.1Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is  5.4Mb
  sub-directories of 1Mb or more:
    doc    2.6Mb
    libs   2.3Mb

Reverse Dependencies (13)

depends

Dependency Network

Dependencies Reverse dependencies maptree plgp BKP NBKP RNCEP c060 laGP penalizedSVM stops BayesTreePrior FactorHet dynaTree mlr ssr tgp

Version History

64 tracked
new 2.4-23 Mar 10, 2026
updated 2.4-23 ← 2.4-22.1 diff Sep 2, 2024
updated 2.4-22.1 ← 2.4-22 diff Aug 16, 2024
updated 2.4-22 ← 2.4-21 diff Nov 27, 2023
updated 2.4-21 ← 2.4-20 diff Jan 5, 2023
updated 2.4-20 ← 2.4-19 diff Oct 18, 2022
updated 2.4-19 ← 2.4-18 diff Aug 18, 2022
updated 2.4-18 ← 2.4-17 diff Apr 2, 2022
updated 2.4-17 ← 2.4-16 diff Sep 19, 2020
updated 2.4-16 ← 2.4-14 diff Sep 6, 2020
updated 2.4-14 ← 2.4-11 diff Feb 6, 2016
updated 2.4-11 ← 2.4-9 diff Dec 7, 2014
updated 2.4-9 ← 2.4-8 diff Apr 3, 2013
updated 2.4-8 ← 2.4-7 diff Oct 18, 2012
updated 2.4-7 ← 2.4-5 diff Apr 19, 2012