{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,6]],"date-time":"2026-04-06T10:21:51Z","timestamp":1775470911665,"version":"3.50.1"},"reference-count":38,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[1998,12,1]],"date-time":"1998-12-01T00:00:00Z","timestamp":912470400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[1998,12,1]],"date-time":"1998-12-01T00:00:00Z","timestamp":912470400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Journal of Global Optimization"],"published-print":{"date-parts":[[1998,12]]},"DOI":"10.1023\/a:1008306431147","type":"journal-article","created":{"date-parts":[[2002,12,22]],"date-time":"2002-12-22T14:41:38Z","timestamp":1040568098000},"page":"455-492","source":"Crossref","is-referenced-by-count":6413,"title":["Efficient Global Optimization of Expensive Black-Box Functions"],"prefix":"10.1007","volume":"13","author":[{"given":"Donald R.","family":"Jones","sequence":"first","affiliation":[]},{"given":"Matthias","family":"Schonlau","sequence":"additional","affiliation":[]},{"given":"William J.","family":"Welch","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"186374_CR1","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1007\/BF01197433","volume":"15","author":"N. M. Alexandrov","year":"1998","unstructured":"Alexandrov, N. M., Dennis, Jr., J. E., Lewis, R. M. and Torczon, V. (1998), A trust-region framework for managing the use of approximation models in optimization, Structural Optimization 15: 16\u201323.","journal-title":"Structural Optimization"},{"key":"186374_CR2","doi-asserted-by":"crossref","first-page":"337","DOI":"10.1007\/BF01099647","volume":"7","author":"I. P. Androulakis","year":"1995","unstructured":"Androulakis, I. P., Maranas, C. D. and Floudas, C. A. (1995), \u03b1BB: a global optimization method for general constrained nonconvex problems, Journal of Global Optimization 7: 337\u2013363.","journal-title":"Journal of Global Optimization"},{"key":"186374_CR3","first-page":"31","volume":"47","author":"R. Aslett","year":"1998","unstructured":"Aslett, R., Buck, R. J., Duvall, S. G., Sacks, J. and Welch, W. J. (1998), Circuit optimization via sequential computer experiments: design of an output buffer, Applied Statistics 47: 31\u201348.","journal-title":"Applied Statistics"},{"key":"186374_CR4","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/BF00120661","volume":"1","author":"B. Betro","year":"1991","unstructured":"Betro, B. (1991), Bayesian methods in global optimization, Journal of Global Optimization 1: 1\u201314.","journal-title":"Journal of Global Optimization"},{"key":"186374_CR5","doi-asserted-by":"crossref","first-page":"829","DOI":"10.1007\/978-1-4615-2025-2_15","volume-title":"Handbook of Global Optimization","author":"C. G. E. Boender","year":"1995","unstructured":"Boender, C. G. E. and Romeijn, H. E. (1995), Stochastic methods, in R. Horst and P. M. Pardalos, eds., Handbook of Global Optimization, pp. 829\u2013869, Kluwer Academic Publishers, Dordrecht\/Boston\/London."},{"key":"186374_CR6","unstructured":"Booker, A. J., Conn, A. R., Dennis, J. E., Frank, P. D., Trossett, M. and Torczon, V. (1995), Global modeling for optimization, Boeing Information and Support Services, Technical Report ISSTECH\u201395-032."},{"key":"186374_CR7","unstructured":"Booker, A. J., Dennis, J. E., Frank, P. D., Serafini, D. B. and Torczon, V. (1997), Optimization using surrogate objectives on a helicopter test example, Boeing Shared Services Group, Technical Report SSGTECH\u201397-027."},{"key":"186374_CR8","volume-title":"Statistics for Experimenters","author":"G. E. P. Box","year":"1978","unstructured":"Box, G. E. P., Hunter, W. G. and Hunter, J. S. (1978), Statistics for Experimenters, John Wiley, New York."},{"key":"186374_CR9","first-page":"315","volume-title":"Multidisciplinary Design Optimization: State of the Art","author":"D. D. Cox","year":"1997","unstructured":"Cox, D. D. and John. S. (1997), SDO: A statistical method for global optimization, in N. Alexandrov and M. Y. Hussaini, eds., Multidisciplinary Design Optimization: State of the Art, pp. 315\u2013329, SIAM, Philadelphia."},{"key":"186374_CR10","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1080\/00031305.1989.10475658","volume":"43","author":"N. Cressie","year":"1989","unstructured":"Cressie. N. (1989), Geostatistics, The American Statistician 43: 197\u2013202. See also the comment on this article by G. Wahba and the reply by N. Cressie (1990), in The American Statistician 44: 255\u2013258.","journal-title":"The American Statistician"},{"key":"186374_CR11","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1007\/BF00889887","volume":"22","author":"N. Cressie","year":"1990","unstructured":"Cressie, N. (1990), The origins of kriging, Mathematical Geology 22: 239\u2013252.","journal-title":"Mathematical Geology"},{"key":"186374_CR12","doi-asserted-by":"crossref","DOI":"10.1002\/9781119115151","volume-title":"Statistics for Spatial Data","author":"N. Cressie","year":"1993","unstructured":"Cressie, N. (1993), Statistics for Spatial Data, John Wiley, New York."},{"key":"186374_CR13","doi-asserted-by":"crossref","first-page":"953","DOI":"10.1080\/01621459.1991.10475138","volume":"86","author":"C. Currin","year":"1991","unstructured":"Currin, C., Mitchell, T., Morris, M. and Ylvisaker, D. (1991), Bayesian prediction of deterministic functions, with applications to the design and analysis of computer experiments, Journal of the American Statistical Association 86: 953\u2013963.","journal-title":"Journal of the American Statistical Association"},{"key":"186374_CR14","first-page":"1","volume-title":"Towards Global Optimisation","author":"L. C. W. Dixon","year":"1978","unstructured":"Dixon, L. C. W. and Szego, G. P. (1978), The global optimisation problem: an introduction, in L. C. W. Dixon and G. P. Szego (eds.), Towards Global Optimisation, Vol. 2, pp. 1\u201315. North Holland, Amsterdam."},{"key":"186374_CR15","doi-asserted-by":"crossref","unstructured":"Eby, D., Averill, R. C., Punch III, W. F. and Goodman, E. D. (1998), Evaluation of injection island GA performance on flywheel design optimization, in I. C. Parmee (ed.), Adaptive Computing in Design and Manufacture, Springer Verlag.","DOI":"10.1007\/978-1-4471-1589-2_10"},{"key":"#cr-split#-186374_CR16.1","unstructured":"Elder IV, J. F. (1992), Global R"},{"key":"#cr-split#-186374_CR16.2","unstructured":"d optimization when probes are expensive: the GROPE algorithm. Proceedings of the 1992 IEEE International Conference on Systems, Man, and Cybernetics, Vol. 1, pp. 577-582, Chicago."},{"key":"186374_CR17","doi-asserted-by":"crossref","first-page":"404","DOI":"10.2307\/1400436","volume":"1","author":"F. Gao","year":"1996","unstructured":"Gao, F., Sacks, J. and Welch, W. J. (1996), Predicting urban ozone levels and trends with semiparametric modeling, Journal of Agricultural, Biological, and Environmental Statistics 1: 404\u2013425.","journal-title":"Journal of Agricultural, Biological, and Environmental Statistics"},{"key":"186374_CR18","first-page":"261","volume-title":"Handbook of Statistics, 13: Design and Analysis of Experiments","author":"J. Koehler","year":"1996","unstructured":"Koehler, J. and Owen, A. (1996), Computer experiments, in S. Ghosh and C. R. Rao (eds.), Handbook of Statistics, 13: Design and Analysis of Experiments, pp. 261\u2013308, Elsevier, Amsterdam."},{"key":"186374_CR19","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1115\/1.3653121","volume":"86","author":"H. J. Kushner","year":"1964","unstructured":"Kushner, H. J. (1964), A new method of locating the maximum point of an arbitrary multipeak curve in the presence of noise, Journal of Basic Engineering 86: 97\u2013106.","journal-title":"Journal of Basic Engineering"},{"key":"186374_CR20","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1023\/A:1008294716304","volume":"10","author":"M. Locatelli","year":"1997","unstructured":"Locatelli, M. (1997), Bayesian algorithms for one-dimensional global optimization, Journal of Global Optimization 10: 57\u201376.","journal-title":"Journal of Global Optimization"},{"key":"186374_CR21","doi-asserted-by":"crossref","first-page":"1246","DOI":"10.2113\/gsecongeo.58.8.1246","volume":"58","author":"G. Matheron","year":"1963","unstructured":"Matheron, G. (1963), Principles of geostatistics, Economic Geology 58: 1246\u20131266.","journal-title":"Economic Geology"},{"key":"186374_CR22","first-page":"239","volume":"21","author":"M. D. McKay","year":"1979","unstructured":"McKay, M. D., Conover, W. J. and Beckman, R. J. (1979), A comparison of three methods for selecting values of input variables in the analysis of output from a computer code, Technometrics 21: 239\u2013245.","journal-title":"Technometrics"},{"key":"186374_CR23","doi-asserted-by":"crossref","first-page":"347","DOI":"10.1007\/BF01099263","volume":"4","author":"J. Mockus","year":"1994","unstructured":"Mockus, J. (1994), Application of Bayesian approach to numerical methods of global and stochastic optimization, Journal of Global Optimization 4: 347\u2013365.","journal-title":"Journal of Global Optimization"},{"key":"186374_CR24","first-page":"117","volume-title":"Towards Global Optimisation","author":"J. Mockus","year":"1978","unstructured":"Mockus, J., Tiesis, V. and Zilinskas, A. (1978), The application of Bayesian methods for seeking the extremum, in L. C. W. Dixon and G. P. Szego (eds.), Towards Global Optimisation, Vol.2, pp. 117\u2013129. North Holland, Amsterdam."},{"key":"186374_CR25","doi-asserted-by":"crossref","first-page":"243","DOI":"10.1080\/00401706.1993.10485320","volume":"35","author":"M. D. Morris","year":"1993","unstructured":"Morris, M. D., Mitchell, T. J. and Ylvisaker, D. (1993), Bayesian design and analysis of computer experiments: use of derivatives in surface prediction, Technometrics 35: 243\u2013255.","journal-title":"Technometrics"},{"key":"186374_CR26","doi-asserted-by":"crossref","first-page":"75","DOI":"10.1525\/9780520319875-007","volume-title":"Mathematical Optimization Techniques","author":"E. Parzen","year":"1963","unstructured":"Parzen, E. (1963), A new approach to the synthesis of optimal smoothing and prediction systems, in R. Bellman, (ed.), Mathematical Optimization Techniques, pp. 75\u2013108, University of California Press, Berkeley."},{"key":"186374_CR27","doi-asserted-by":"crossref","first-page":"585","DOI":"10.1109\/ICSMC.1991.169748","volume":"1","author":"C. Perttunen","year":"1991","unstructured":"Perttunen, C. (1991), A computational geometric approach to feasible region division in constrained global optimization, Proceedings of the 1991 IEEE Conference on Systems, Man, and Cybernetics, Vol. 1, pp. 585\u2013590.","journal-title":"Proceedings of the 1991 IEEE Conference on Systems, Man, and Cybernetics"},{"key":"186374_CR28","unstructured":"Press, W. H., Flannery, B. P., Teukolsky, S. A. and Vetterling, W. T. (1993), Numerical Recipes in FORTRAN, Cambridge University Press."},{"key":"186374_CR29","first-page":"409","volume":"4","author":"J. Sacks","year":"1989","unstructured":"Sacks, J., Welch, W. J., Mitchell, T. J. and Wynn, H. P. (1989), Design and analysis of computer experiments (with discussion), Statistical Science 4: 409\u2013435.","journal-title":"Statistical Science"},{"key":"186374_CR30","first-page":"115","volume-title":"Proceedings of the Twelfth Biennial Seminar of the Canadian Mathematical Congress","author":"J. Sacks","year":"1970","unstructured":"Sacks, J. and Ylvisaker, D. (1970), Statistical designs and integral approximation, in R. Pyke (ed.), Proceedings of the Twelfth Biennial Seminar of the Canadian Mathematical Congress, pp. 115\u2013136, Canadian Mathematical Congress, Montreal."},{"key":"186374_CR31","volume-title":"Computer experiments and global optimization","author":"M. Schonlau","year":"1997","unstructured":"Schonlau, M. (1997), Computer experiments and global optimization, Ph. D. Thesis, University of Waterloo, Waterloo, Ontario, Canada."},{"key":"186374_CR32","doi-asserted-by":"crossref","unstructured":"Schonlau, M., Welch, W. J. and Jones, D. R. (1998), Global versus local search in constrained optimization of computer models, to appear in N. Flournoy, W. F. Rosenberger and W. K. Wong (eds.), New Developments and Applications in Experimental Design, Institute of Mathematical Statistics. Also available as Technical Report RR\u201397-11, Institute for Improvement in Quality and Productivity, University of Waterloo, Waterloo, Ontario, Canada, December 1997.","DOI":"10.1214\/lnms\/1215456182"},{"key":"186374_CR33","doi-asserted-by":"crossref","first-page":"965","DOI":"10.1109\/21.23094","volume":"18","author":"B. E. Stuckman","year":"1988","unstructured":"Stuckman, B. E. (1988), A global search method for optimizing nonlinear systems, IEEE Transactions on Systems, Man, and Cybernetics 18: 965\u2013977.","journal-title":"IEEE Transactions on Systems, Man, and Cybernetics"},{"key":"186374_CR34","volume-title":"Principles of Econometrics","author":"H. Theil","year":"1971","unstructured":"Theil, H. (1971), Principles of Econometrics, John Wiley, New York."},{"key":"186374_CR35","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1007\/BF00893273","volume":"25","author":"J. M. Ver Hoef","year":"1993","unstructured":"Ver Hoef, J. M. and Cressie, N. (1993), Multivariable spatial prediction, Mathematical Geology 25: 219\u2013240.","journal-title":"Mathematical Geology"},{"key":"186374_CR36","doi-asserted-by":"crossref","first-page":"15","DOI":"10.2307\/1269548","volume":"34","author":"W. J. Welch","year":"1992","unstructured":"Welch, W. J., Buck, R. J., Sacks, J., Wynn, H. P., Mitchell, T. J. and Morris, M. D. (1992), Screening, predicting, and computer experiments, Technometrics 34: 15\u201325.","journal-title":"Technometrics"},{"key":"186374_CR37","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1007\/BF00122051","volume":"2","author":"A. Zilinskas","year":"1992","unstructured":"Zilinskas, A. (1992), A review of statistical models for global optimization, Journal of Global Optimization 2: 145\u2013153.","journal-title":"Journal of Global Optimization"}],"container-title":["Journal of Global Optimization"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1023\/A:1008306431147.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1023\/A:1008306431147\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1023\/A:1008306431147.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T10:47:58Z","timestamp":1751366878000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1023\/A:1008306431147"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1998,12]]},"references-count":38,"journal-issue":{"issue":"4","published-print":{"date-parts":[[1998,12]]}},"alternative-id":["186374"],"URL":"https:\/\/doi.org\/10.1023\/a:1008306431147","relation":{},"ISSN":["0925-5001","1573-2916"],"issn-type":[{"value":"0925-5001","type":"print"},{"value":"1573-2916","type":"electronic"}],"subject":[],"published":{"date-parts":[[1998,12]]}}}