A Taxonomy of Global Optimization Methods Based on Response Surfaces Export

@article{citeulike:1113155, abstract = {This paper presents a taxonomy of existing approaches for using response surfaces for global optimization. Each method is illustrated with a simple numerical example that brings out its advantages and disadvantages. The central theme is that methods that seem quite reasonable often have non-obvious failure modes. Understanding these failure modes is essential for the development of practical algorithms that fulfill the intuitive promise of the response surface approach.}, address = {Hingham, MA, USA}, author = {Jones, Donald R.}, citeulike-article-id = {1113155}, citeulike-linkout-0 = {http://portal.acm.org/citation.cfm?id=596412}, citeulike-linkout-1 = {http://dx.doi.org/10.1023/A:1012771025575}, citeulike-linkout-2 = {http://www.springerlink.com/content/kg7634766h12880h}, day = {1}, doi = {10.1023/A:1012771025575}, issn = {0925-5001}, journal = {J. of Global Optimization}, keywords = {optimisation, r-s-m, review}, month = {December}, number = {4}, pages = {345--383}, posted-at = {2009-11-09 14:52:05}, priority = {2}, publisher = {Kluwer Academic Publishers}, title = {A Taxonomy of Global Optimization Methods Based on Response Surfaces}, url = {http://dx.doi.org/10.1023/A:1012771025575}, volume = {21}, year = {2001} }

TY - JOUR ID - citeulike:1113155 L3 - citeulike-article-id:1113155 N2 - This paper presents a taxonomy of existing approaches for using response surfaces for global optimization. Each method is illustrated with a simple numerical example that brings out its advantages and disadvantages. The central theme is that methods that seem quite reasonable often have non-obvious failure modes. Understanding these failure modes is essential for the development of practical algorithms that fulfill the intuitive promise of the response surface approach. IS - 4 JF - J. of Global Optimization SN - 0925-5001 AD - Hingham, MA, USA EP - 383 TI - A Taxonomy of Global Optimization Methods Based on Response Surfaces PB - Kluwer Academic Publishers VL - 21 SP - 345 KW - optimisation KW - r-s-m KW - review AU - Jones, Donald PY - 2001/12/01/ UR - http://dx.doi.org/10.1023/A:1012771025575 ER -