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SPACE

swMATH ID: 4716
Software Authors: Schonlau, Matthias
Description: space (Stochastic Process Analysis of Computer Experiments): The code is useful for analysis and global optimization of very expensive functions. The major functions are : Fitting or Estimation of the stochastic process model parameters Cross validation of the model fit Prediction at new design sites (x-values) using the fitted model Visualization of Main Effects and Joint Effects Global minimization of the response in stages: The code suggests a specified number of design sites at each stage. The function can then be evaluated off - line at these design sites. The new function evaluations are fed back to space for the next stage. Global minimization with supplied function of the response. space generates a single design site, waits for the design site to be evaluated by a supplied function, space generates the next design site given the new function evaluation , etc., until a convergence criterion is satisfied.
Homepage: http://www.schonlau.net/space.html
Related Software: EGO; DACE; DiceOptim; DiceKriging; Virtual library; ParEGO; MOEA/D; NSGA-II; MCS; NEWUOA; LINDOGlobal; SNOBFIT; DFO; LINDO; MLMSRBF; MultiMin; Scikit; Matlab; Spearmint; SURROGATES
Cited in: 47 Documents

Standard Articles

1 Publication describing the Software, including 1 Publication in zbMATH Year
Efficient global optimization of expensive black-box functions. Zbl 0917.90270
Jones, Donald R.; Schonlau, Matthias; Welch, William J.
1998
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Cited by 135 Authors

3 Marzat, Julien
3 Vazquez, Emmanuel
3 Walter, Eric
2 Feng, Zhiwei
2 Forrester, Alexander I. J.
2 Keane, Andy J.
2 Notz, William I.
2 Piet-Lahanier, Hélène
2 Rios, Luis Miguel
2 Sahinidis, Nikolaos V.
2 Santner, Thomas J.
2 Sóbester, András
2 Yang, Tao
2 Zhang, Qingbin
1 Alhazmi, Nahla
1 Balesdent, Mathieu
1 Bartoli, Nathalie
1 Basudhar, Anirban
1 Batista, Lucas S.
1 Beck, Joakim
1 Bect, Julien
1 Beer, Michael A.
1 Bhosekar, Atharv
1 Bouhlel, Mohamed Amine
1 Bressloff, Neil W.
1 Challenor, Peter G.
1 Chang, Ming Chung
1 Chen, Liping
1 Cheng, Kai
1 Cheng, Yuansheng
1 Codina, Esteve
1 Congedo, Pietro Marco
1 Dang, Chao
1 Dribusch, Christoph
1 Enaux, Benoit
1 Faes, Matthias G. R.
1 Faleh, Alaeddine
1 Fang, Jianguang
1 Farhat, Charbel H.
1 Gao, Liang
1 García-García, José Carlos
1 García-Ródenas, Ricardo
1 Gaudrie, David
1 Ge, Jianquan
1 Ghazi, Yousef
1 Goodfellow, Marc
1 Greiner, Russell
1 Guillas, Serge
1 Hansen, Colin H.
1 Herbert, Vincent
1 Jacquemart, Damien
1 Jiang, Chen
1 Jiang, Puyu
1 Jin, Guang
1 Jones, Donald R.
1 Kleijnen, Jack P. C.
1 Lacaze, Sylvain
1 Lan, Qiuhua
1 Langelaar, Matthijs
1 Le Maître, Olivier P.
1 Le Riche, Rodolphe
1 Leary, Stephen J.
1 Lehman, Jeffrey S.
1 Li, Qiuyang
1 Li, ShiXiang
1 Li, Weijia
1 Li, Yangtian
1 Li, Yaohui
1 Ling, Chunyan
1 Liu, Tianyu
1 Lizotte, Daniel J.
1 Lü, Zhenzhou
1 Luo, Yangjun
1 Ma, Kaiwen
1 Ma, Likun
1 Ma, Yang
1 Missoum, Samy
1 Mohammadi, Hossein
1 Morgans, Rick C.
1 Morio, Jérôme
1 Morlier, Joseph
1 Munoz Zuniga, Miguel
1 Murphy, David J.
1 Nakayama, Hirotaka J.
1 Ning, Jianhui
1 Otsmane, Abdelkader
1 Picheny, Victor
1 Planchet, Frédéric
1 Qiu, Haobo
1 Rajagopalan, Sreekanth
1 Regis, Rommel G.
1 Roy, Soma
1 Rullière, Didier
1 Sanson, Francois
1 Savage, Gordon J.
1 Schonlau, Matthias
1 Schuurmans, Dale
1 Sinoquet, Delphine
1 Svenson, Joshua
1 Tang, Qiangang
...and 35 more Authors
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Cited in 22 Serials

13 Journal of Global Optimization
4 Computer Methods in Applied Mechanics and Engineering
4 Optimization and Engineering
3 Engineering Optimization
2 Applied Mathematical Modelling
2 Computational Statistics and Data Analysis
2 Structural and Multidisciplinary Optimization
2 SIAM/ASA Journal on Uncertainty Quantification
1 Information Sciences
1 Journal of Statistical Planning and Inference
1 Journal of Statistical Computation and Simulation
1 Computational Optimization and Applications
1 Statistica Sinica
1 Annals of Mathematics and Artificial Intelligence
1 Mathematical Problems in Engineering
1 International Journal of Computational Fluid Dynamics
1 Proceedings of the Royal Society of London. Series A. Mathematical, Physical and Engineering Sciences
1 Journal of the Korean Statistical Society
1 Optimization Letters
1 Journal of Statistical Theory and Practice
1 Journal of Computational and Graphical Statistics
1 INFOR: Information Systems and Operational Research
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Cited in 9 Fields

35 Operations research, mathematical programming (90-XX)
18 Statistics (62-XX)
10 Numerical analysis (65-XX)
5 Probability theory and stochastic processes (60-XX)
4 Computer science (68-XX)
4 Fluid mechanics (76-XX)
2 Mechanics of deformable solids (74-XX)
1 Geophysics (86-XX)
1 Biology and other natural sciences (92-XX)

Citations by Year