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 28 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

mxnorm

Apply Normalization Methods to Multiplexed Images

Implements methods to normalize multiplexed imaging data, including statistical metrics and visuali ...
Download / Learn more Package Citations See dependency

Maintainer: Coleman Harris (view profile)

spatialCovariance

Computation of Spatial Covariance Matrices for Data on Rectangles

Functions that compute the spatial covariance matrix for the matern and power classes of spatial mod ...
Download / Learn more Package Citations See dependency

Maintainer: David Clifford (view profile)

nextGenShinyApps

Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools

Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency

Maintainer: Obinna Obianom (view profile)

RGIFT

Create Quizzes in GIFT Format

Implementation of some functions to create quizzes in the GIFT format. This format is used by sever ...
Download / Learn more Package Citations See dependency

Maintainer: Virgilio Gómez-Rubio (view profile)

NPflow

Bayesian Nonparametrics for Automatic Gating of Flow-Cytometry Data

Dirichlet process mixture of multivariate normal, skew normal or skew t-distributions modeling orie ...
Download / Learn more Package Citations See dependency

Maintainer: Boris P Hejblum (view profile)

shinyFeedback

Display User Feedback in Shiny Apps