Other packages > Find by keyword >

Explore topics

By keyword . Oldest R packages . Newest R packages . Top downloaded R packages . Datasets . Archived R packages . Top downloaded last week . Top downloaded yesterday

tgp

Star Watch Copy Code

Bayesian Treed Gaussian Process Models

View on CRAN: Click here

Download and install tgp package within the R console
Install from CRAN:

 install.packages("tgp")

Install from Github:

 library("remotes")

                        install_github("cran/tgp")

Install by package version:

 library("remotes")

                        install_version("tgp", "2.4-23")

Attach the package and use:

 library("tgp")

Maintained by
Robert B. Gramacy
[Scholar Profile | Author Map]

All associated links for this package

First Published: 2005-12-28

Latest Update: 2024-09-03

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>.

How to cite:

Robert B. Gramacy (2005). tgp: Bayesian Treed Gaussian Process Models. R package version 2.4-23, https://cran.r-project.org/web/packages/tgp. Accessed 06 Aug. 2026.

Previous versions and publish date:

(2026-07-09 07:12), 1.0-1 (2006-01-05 16:33), 1.0-2 (2006-01-13 09:16), 1.0 (2005-12-28 00:45), 1.1-1 (2006-02-27 12:36), 1.1-2 (2006-03-14 11:43), 1.1-3 (2006-04-19 09:35), 1.1-4 (2006-05-22 11:04), 1.1-5 (2006-05-29 10:04), 1.1-6 (2006-06-26 13:07), 1.1-7 (2006-08-23 21:59), 1.1-8 (2006-08-30 11:19), 1.1-9 (2006-09-04 11:07), 1.1-10 (2006-09-19 10:21), 1.1-11 (2006-09-20 19:51), 1.1 (2006-02-24 13:53), 1.2-1 (2006-12-04 22:01), 1.2-2 (2006-12-27 10:27), 1.2-3 (2007-04-11 10:22), 1.2-4 (2007-05-08 08:49), 1.2-5 (2007-05-29 17:43), 1.2-6 (2007-06-17 12:58), 1.2 (2006-11-28 10:17), 2.0-1 (2007-10-02 13:58), 2.0-2 (2007-12-12 08:57), 2.0-3 (2007-12-30 21:30), 2.0-4 (2008-01-25 14:24), 2.0 (2007-09-21 16:49), 2.1-1 (2008-04-08 08:04), 2.1-2 (2008-04-18 09:11), 2.1-3 (2008-10-09 19:40), 2.1-4 (2008-10-19 18:59), 2.1-5 (2008-10-25 14:53), 2.1-6 (2008-11-27 08:51), 2.1 (2008-03-24 22:33), 2.2-1 (2009-02-20 12:16), 2.2-2 (2009-05-29 09:01), 2.2-3 (2009-07-26 19:51), 2.2-4 (2009-11-22 17:27), 2.2 (2009-02-04 10:58), 2.3-1 (2010-02-08 11:38), 2.3-2 (2010-04-22 19:10), 2.3-3 (2010-04-25 09:27), 2.3-4 (2010-07-24 22:44), 2.3 (2009-12-26 19:05), 2.4-1 (2011-02-26 09:22), 2.4-2 (2011-04-08 15:50), 2.4-3 (2011-12-19 12:17), 2.4-5 (2012-02-02 21:13), 2.4-7 (2012-04-20 06:03), 2.4-8 (2012-10-19 15:03), 2.4-9 (2013-04-04 20:46), 2.4-11 (2014-12-08 07:50), 2.4-14 (2016-02-07 10:50), 2.4-16 (2020-09-07 14:40), 2.4-17 (2020-09-20 18:10), 2.4-18 (2022-04-03 21:50), 2.4-19 (2022-08-19 11:20), 2.4-20 (2022-10-19 00:50), 2.4-21 (2023-01-06 19:50), 2.4-22.1 (2024-08-17 16:45), 2.4-22 (2023-11-28 17:40), 2.4 (2010-09-21 10:15)

Other packages that cited tgp R package

View tgp citation profile

Other R packages that tgp depends, imports, suggests or enhances

View tgp dependency map

Complete documentation for tgp

View documentation PDF

Functions, R codes and Examples using the tgp R package

Some associated functions: btgp . default.itemps . dopt.gp . exp2d.Z . exp2d . exp2d.rand . friedman.1.data . interp.loess . itemps . lhs . mapT . optim.tgp . partition . plot.tgp . predict.tgp . sens . tgp-internal . tgp-package . tgp.default.params . tgp.design . tgp.trees .
Some associated R codes: btgp.R . check.matrix.R . default.itemps.R . exp2d.R . friedman.1.data.R . lhs.R . mapT.R . mean0.range1.R . mrtgp.R . optim.tgp.R . plot.tgp.R . predict.tgp.R . print.tgp.R . sens.R . tgp.R . tgp.choose.R . tgp.cleanup.R . tgp.default.params.R . tgp.design.R . tgp.plot.proj.R . tgp.plot.slice.R . tgp.postprocess.R . tgp.read.traces.R . tgp.trees.R . Full tgp package functions and examples

Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

lsmeans

Least-Squares Means

Obtain least-squares means for linear, generalized linear, and mixed models. Compute contrasts or l ...
Download / Learn more Package Citations See dependency

Maintainer: Russell Lenth (view profile)

RRedshiftSQL

R Interface to the 'Redshift' Database

Superclasses 'PostgreSQL' connection to help enable full 'dplyr' functionality on 'Redshift'. ...
Download / Learn more Package Citations See dependency

Maintainer: Michael Treadwell (view profile)

SAMBA

Selection and Misclassification Bias Adjustment for Logistic Regression Models

Health research using data from electronic health records (EHR) has gained popularity, but miscla ...
Download / Learn more Package Citations See dependency

Maintainer: Alexander Rix (view profile)

TMDb

Access to TMDb API

Provides an R-interface to the TMDb API (see TMDb API on < ...
Download / Learn more Package Citations See dependency

Maintainer: Andrea Capozio (view profile)

r2resize

In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents

Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency

Maintainer: Obinna Obianom (view profile)