SURROGATES swMATH ID: 7575 Software Authors: Viana, F.A.C Description: SURROGATES Toolbox is a general-purpose MATLAB library of multidimensional function approximation and optimization methods. The current version includes the following capabilities: Design of experiments: central composite design, full factorial design, Latin hypercube design, D-optimal and maxmin designs. Surrogates: kriging, polynomial response surface, radial basis neural network, and support vector regression. Analysis of error and cross validation: leave-one-out and k-fold cross-validation, and classical error analysis (coefficient of determination, standard error; root mean square error; and others). Surrogate-based optimization: efficient global optimization (EGO) algorithm. Other capabilities: global sensitivity analysis and conservative surrogates via safety margin. Homepage: https://sites.google.com/site/felipeacviana/surrogatestoolbox Dependencies: Matlab Related Software: EGO; DACE; Matlab; DiceOptim; DiceKriging; SPACE; MLMSRBF; GitHub; Sheppack; Virtual library; ooDACE; NOMAD; Scikit; OPTI; NLopt; ParEGO; MultiMin; SVM; LIBSVM; KERNEL Cited in: 12 Publications Further Publications: https://sites.google.com/site/felipeacviana/publications all top 5 Cited by 29 Authors 3 Haftka, Raphael T. 3 Viana, Felipe A. C. 2 Cheng, Yuansheng 2 Qian, Jiachang 2 Watson, Layne Terry 2 Zhan, Dawei 1 Arakere, Nagaraj K. 1 Batista, Lucas S. 1 Bhosekar, Atharv 1 Cho, Young-Chang 1 Codina, Esteve 1 Couckuyt, Ivo 1 Degroote, Joris 1 Dhaene, Tom 1 García-García, José Carlos 1 García-Ródenas, Ricardo 1 Ierapetritou, Marianthi G. 1 Jayaraman, Balaji 1 Lee, Ikjin 1 Levesque, George 1 Pattabhiraman, Sriram 1 Regis, Rommel G. 1 Segers, Patrick 1 Shoemaker, Christine A. 1 Shyy, Wei 1 Song, Hyeongjin 1 Valadão, Mônica A. C. 1 Vierendeels, Jan 1 Zhao, Liang all top 5 Cited in 6 Serials 4 Journal of Global Optimization 3 Structural and Multidisciplinary Optimization 2 Optimization Letters 1 International Journal of Solids and Structures 1 International Journal of Computational Fluid Dynamics 1 Optimization and Engineering all top 5 Cited in 6 Fields 7 Operations research, mathematical programming (90-XX) 2 Statistics (62-XX) 2 Mechanics of deformable solids (74-XX) 2 Fluid mechanics (76-XX) 1 Optics, electromagnetic theory (78-XX) 1 Biology and other natural sciences (92-XX) Citations by Year