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; laGP; lhs; mlegp; EGO; GPfit; BartPy; fields; Python; BayesTree; DiceDesign; Matlab; convoSPAT; spBayes; rgenoud; DiceEval; colorspace; GPy Cited in: 36 Documents Standard Articles 2 Publications describing the Software Year all top 5 Cited by 94 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 Fuentes, Montserrat 1 Genton, Marc G. 1 Girolami, Mark A. 1 Gladish, Daniel W. 1 Gray, Genetha Anne 1 Guhaniyogi, Rajarshi 1 Guinness, Joseph 1 Hans, Christopher M. 1 Isberg, Sonja 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 Munoz Zuniga, Miguel 1 Muyskens, Amanda 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 Sinoquet, Delphine 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 Welch, William J. 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 all top 5 Cited in 21 Serials 5 Computational Statistics and Data Analysis 4 Journal of Computational and Graphical Statistics 4 SIAM/ASA Journal on Uncertainty Quantification 3 The Annals of Applied Statistics 2 Journal of Statistical Computation and Simulation 2 Journal of Machine Learning Research (JMLR) 1 Information Sciences 1 Journal of Mathematical Psychology 1 Mathematics and Computers in Simulation 1 Journal of Classification 1 European Journal of Operational Research 1 Journal of Applied Statistics 1 Quantitative Finance 1 ASTIN Bulletin 1 Pacific Journal of Optimization 1 Advances in Data Analysis and Classification. ADAC 1 Journal of Statistical Theory and Practice 1 Journal of Agricultural, Biological, and Environmental Statistics 1 Statistics and Computing 1 Bayesian Analysis 1 INFOR: Information Systems and Operational Research all top 5 Cited in 10 Fields 31 Statistics (62-XX) 11 Probability theory and stochastic processes (60-XX) 4 Computer science (68-XX) 3 Operations research, mathematical programming (90-XX) 2 Combinatorics (05-XX) 2 Numerical analysis (65-XX) 2 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 General and overarching topics; collections (00-XX) 1 Calculus of variations and optimal control; optimization (49-XX) 1 Biology and other natural sciences (92-XX) Citations by Year