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tgp

swMATH ID: 7921
Software Authors: Robert B. Gramacy; Matt A. Taddy
Description: R package tgp: Bayesian treed Gaussian process models. 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.
Homepage: http://cran.r-project.org/web/packages/tgp/index.html
Source Code:  https://github.com/cran/tgp
Dependencies: R
Related Software: R; DiceKriging; DiceOptim; lhs; mlegp; laGP; GPfit; fields; BartPy; EGO; DiceDesign; Matlab; convoSPAT; spBayes; rgenoud; BayesTree; Python; DiceEval; colorspace; GPy
Cited in: 33 Publications

Standard Articles

2 Publications describing the Software Year


all top 5

Cited by 87 Authors

7 Gramacy, Robert B.
5 Lee, Herbert K. H.
2 Ginsbourger, David
2 Hu, Ruimeng
2 Ludkovski, Michael
1 Al Ali, Hannah
1 Ankenman, Bruce E.
1 Baccou, Jean
1 Bai, Xuying
1 Bakshy, Eytan
1 Binois, Mickaël
1 Boutayeb, Abdesslam
1 Broderick, Tamara
1 Castruccio, Stefano
1 Chang, Jing
1 Che, Jinxing
1 Damoulas, Theodoros
1 Daneshkhah, Alireza
1 Davis, Casey B.
1 Deng, Chengzhi
1 Dunson, David Brian
1 Erickson, Collin B.
1 Genton, Marc G.
1 Girolami, Mark A.
1 Gladish, Daniel W.
1 Gray, Genetha Anne
1 Guhaniyogi, Rajarshi
1 Hans, Christopher M.
1 Ji, Zhaoxia
1 Johnson, Leah R.
1 Kang, Lulu
1 Karrer, Brian
1 Krause, Andreas
1 Kuhnert, Petra M.
1 Lenzi, Amanda
1 Letham, Benjamin
1 Li, Li
1 Liandrat, Jacques
1 Liang, Waley W. J.
1 Lin, Chunfang Devon
1 Linkletter, Crystal
1 Low-Kam, Cecile
1 Ludkovsk, Mike
1 Luo, Zhao Tang
1 Mallick, Bani K.
1 Malunguza, Noble Jahalamajaha
1 Marmin, Sébastien
1 McClarren, Ryan G.
1 Meyer, Renate
1 Monterrubio-Gómez, Karla
1 Mukandavire, Zindoga
1 Nel, André E.
1 Ottoni, Guilherme
1 Pagendam, Daniel E.
1 Peeters, Luk J. M.
1 Picheny, Victor
1 Ranjan, Pritam
1 Risk, Jimmy
1 Risser, Mark D.
1 Roininen, Lassi
1 Rose, Kenneth A.
1 Roshan Joseph, V.
1 Rue, Håvard
1 Sanchez, Susan M.
1 Sang, Huiyan
1 Santner, Thomas J.
1 Schulz, Eric P.
1 Speekenbrink, Maarten
1 Taddy, Matthew A.
1 Telesca, Donatello
1 Turek, Daniel
1 Vaze, Jai
1 Volodina, Victoria
1 Wade, Sara
1 Wang, Shanshan
1 Wild, Stefan M.
1 Xia, Tian
1 Xiao, Qian
1 Xu, Hongquan
1 Yang, Youlong
1 Yu, Yang
1 Zail, Howard
1 Zhang, Boya
1 Zhang, Haiyuan
1 Zhang, Shenghu
1 Zink, Jeffrey I.
1 Zou, Zhihong

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