{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,23]],"date-time":"2025-05-23T04:37:38Z","timestamp":1747975058287,"version":"3.41.0"},"publisher-location":"Cham","reference-count":25,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319175089"},{"type":"electronic","value":"9783319175096"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-17509-6_11","type":"book-chapter","created":{"date-parts":[[2015,4,16]],"date-time":"2015-04-16T08:45:53Z","timestamp":1429173953000},"page":"157-172","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["A New Look at the Covariance Matrix Estimation in Evolution Strategies"],"prefix":"10.1007","author":[{"given":"Silja","family":"Meyer-Nieberg","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"E.","family":"Kropat","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,4,17]]},"reference":[{"key":"11_CR1","volume-title":"Mathematics without Boundaries: Surveys in Interdisciplinary Research","author":"C Audet","year":"2013","unstructured":"Audet, C.: A survey on direct search methods for blackbox optimization and their applications. In: Pardalos, P.M., Rassias, T.M. (eds.) Mathematics without Boundaries: Surveys in Interdisciplinary Research. Springer, New York (2013). Also Les Cahiers du GERAD G-2012-53 (2012)"},{"issue":"1","key":"11_CR2","doi-asserted-by":"publisher","first-page":"316","DOI":"10.1214\/aop\/1022855421","volume":"26","author":"ZD Bai","year":"1998","unstructured":"Bai, Z.D., Silverstein, J.W.: No eigenvalues outside the support of the limiting spectral distribution of large-dimensional sample covariance matrices. Ann. Probab. 26(1), 316\u2013345 (1998)","journal-title":"Ann. Probab."},{"issue":"4","key":"11_CR3","doi-asserted-by":"publisher","first-page":"295","DOI":"10.1007\/s10710-006-9017-3","volume":"7","author":"HG Beyer","year":"2006","unstructured":"Beyer, H.G., Meyer-Nieberg, S.: Self-adaptation of evolution strategies under noisy fitness evaluations. Genet. Program. Evolvable Mach. 7(4), 295\u2013328 (2006)","journal-title":"Genet. Program. Evolvable Mach."},{"issue":"1","key":"11_CR4","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1023\/A:1015059928466","volume":"1","author":"HG Beyer","year":"2002","unstructured":"Beyer, H.G., Schwefel, H.P.: Evolution strategies: a comprehensive introduction. Nat. Comput. 1(1), 3\u201352 (2002)","journal-title":"Nat. Comput."},{"key":"11_CR5","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1007\/978-3-540-87700-4_13","volume-title":"Parallel Problem Solving from Nature \u2013 PPSN X","author":"H-G Beyer","year":"2008","unstructured":"Beyer, H.-G., Sendhoff, B.: Covariance matrix adaptation revisited \u2013 the CMSA evolution strategy \u2013. In: Rudolph, G., Jansen, T., Lucas, S., Poloni, C., Beume, N. (eds.) PPSN 2008. LNCS, vol. 5199, pp. 123\u2013132. Springer, Heidelberg (2008)"},{"issue":"11","key":"11_CR6","doi-asserted-by":"publisher","first-page":"5640","DOI":"10.1109\/TSP.2012.2210546","volume":"60","author":"X Chen","year":"2012","unstructured":"Chen, X., Wang, Z., McKeown, M.: Shrinkage-to-tapering estimation of large covariance matrices. IEEE Trans. Signal Process 60(11), 5640\u20135656 (2012)","journal-title":"IEEE Trans. Signal Process"},{"issue":"10","key":"11_CR7","doi-asserted-by":"publisher","first-page":"5016","DOI":"10.1109\/TSP.2010.2053029","volume":"58","author":"Y Chen","year":"2010","unstructured":"Chen, Y., Wiesel, A., Eldar, Y.C., Hero, A.O.: Shrinkage algorithms for MMSE covariance estimation. IEEE Trans. Signal Process. 58(10), 5016\u20135029 (2010)","journal-title":"IEEE Trans. Signal Process."},{"key":"11_CR8","series-title":"Studies in computational intelligence","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/978-3-642-34901-0_1","volume-title":"A Biologically Inspired CMOS Image Sensor","author":"M Sarkar","year":"2013","unstructured":"Sarkar, M., Theuwissen, A.: Introduction. In: Sarkar, M., Theuwissen, A. (eds.) A Biologically Inspired CMOS Image Sensor. SCI, vol. 461, pp. 1\u201314. Springer, Heidelberg (2013)"},{"key":"11_CR9","doi-asserted-by":"crossref","unstructured":"Dong, W., Yao, X.: Covariance matrix repairing in gaussian based EDAs. In: IEEE Congress on, Evolutionary Computation, CEC 2007, pp. 415\u2013422 (2007)","DOI":"10.1109\/CEC.2007.4424501"},{"key":"11_CR10","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-05094-1","volume-title":"Introduction to Evolutionary Computing. Natural Computing Series","author":"AE Eiben","year":"2003","unstructured":"Eiben, A.E., Smith, J.E.: Introduction to Evolutionary Computing. Natural Computing Series. Springer, Berlin (2003)"},{"key":"11_CR11","unstructured":"Finck, S., Hansen, N., Ros, R., Auger, A.: Real-parameter black-box optimization benchmarking 2010: presentation of the noiseless functions. Technical report, Institute National de Recherche en Informatique et Automatique (2010) 2009\/22"},{"key":"11_CR12","doi-asserted-by":"crossref","unstructured":"Hansen, N.: The CMA evolution strategy: a comparing review. In: Lozano J., et al. (eds.) Towards a new evolutionary computation. Advances in estimation of distribution algorithms, pp. 75\u2013102. Springer (2006)","DOI":"10.1007\/3-540-32494-1_4"},{"key":"11_CR13","unstructured":"Hansen, N., Auger, A., Finck, S., Ros, R.: Real-parameter black-box optimization benchmarking 2012: experimental setup. Technical report, INRIA (2012). http:\/\/coco.gforge.inria.fr\/bbob2012-downloads"},{"issue":"2","key":"11_CR14","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1162\/106365601750190398","volume":"9","author":"N Hansen","year":"2001","unstructured":"Hansen, N., Ostermeier, A.: Completely derandomized self-adaptation in evolution strategies. Evolutionary Computation 9(2), 159\u2013195 (2001)","journal-title":"Evolutionary Computation"},{"key":"11_CR15","doi-asserted-by":"crossref","unstructured":"Hansen, N., Auger, A., Ros, R., Finck, S., Po\u0161\u00edk, P.: Comparing results of 31 algorithms from the black-box optimization benchmarking BBOB-2009. In: Proceedings of the 12th Annual Conference Companion on Genetic and Evolutionary Computation, GECCO 2010, pp. 1689\u20131696. ACM, New York (2010). http:\/\/doi.acm.org\/10.1145\/1830761.1830790","DOI":"10.1145\/1830761.1830790"},{"key":"11_CR16","doi-asserted-by":"publisher","DOI":"10.1002\/0471725250","volume-title":"Robust Statistics","author":"PJ Huber","year":"1981","unstructured":"Huber, P.J.: Robust Statistics. Wiley, New York (1981)"},{"issue":"2","key":"11_CR17","first-page":"265","volume":"88","author":"O Ledoit","year":"2004","unstructured":"Ledoit, O., Wolf, M.: A well-conditioned estimator for large dimensional covariance matrices. J. Multivar. Anal. Arch. 88(2), 265\u2013411 (2004)","journal-title":"J. Multivar. Anal. Arch."},{"issue":"2","key":"11_CR18","doi-asserted-by":"publisher","first-page":"1024","DOI":"10.1214\/12-AOS989","volume":"40","author":"O Ledoit","year":"2012","unstructured":"Ledoit, O., Wolf, M.: Non-linear shrinkage estimation of large dimensional covariance matrices. Ann. Stat. 40(2), 1024\u20131060 (2012)","journal-title":"Ann. Stat."},{"key":"11_CR19","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1007\/978-3-540-69432-8_3","volume-title":"Parameter Setting in Evolutionary Algorithms","author":"S Meyer-Nieberg","year":"2007","unstructured":"Meyer-Nieberg, S., Beyer, H.G.: Self-adaptation in evolutionary algorithms. In: Lobo, F., Lima, C., Michalewicz, Z. (eds.) Parameter Setting in Evolutionary Algorithms, pp. 47\u201376. Springer Verlag, Heidelberg (2007)"},{"key":"11_CR20","volume-title":"Evolutionsstrategie: Optimierung technischer Systeme nach Prinzipien der biologischen Evolution","author":"I Rechenberg","year":"1973","unstructured":"Rechenberg, I.: Evolutionsstrategie: Optimierung technischer Systeme nach Prinzipien der biologischen Evolution. Frommann-Holzboog Verlag, Stuttgart (1973)"},{"key":"11_CR21","doi-asserted-by":"crossref","unstructured":"Sch\u00e4ffer, J., Strimmer, K.: A shrinkage approach to large-scale covariance matrix estimation and implications for functional genomics. Stat. Appl. Genet. Mol. Biol. 4(1), Article 32 (2005)","DOI":"10.2202\/1544-6115.1175"},{"key":"11_CR22","volume-title":"Numerical Optimization of Computer Models","author":"HP Schwefel","year":"1981","unstructured":"Schwefel, H.P.: Numerical Optimization of Computer Models. Wiley, Chichester (1981)"},{"key":"11_CR23","doi-asserted-by":"crossref","unstructured":"Stein, C.: Inadmissibility of the usual estimator for the mean of a multivariate distribution. In: Proceedings 3rd Berkeley Symposium Mathematical Statistics and Probability, vol. 1, pp. 197\u2013206. Berkeley, CA (1956)","DOI":"10.1525\/9780520313880-018"},{"key":"11_CR24","unstructured":"Stein, C.: Estimation of a covariance matrix. In: Rietz Lecture, 39th Annual Meeting. IMS, Atlanta, GA (1975)"},{"issue":"2","key":"11_CR25","doi-asserted-by":"publisher","first-page":"214","DOI":"10.1109\/TCSVT.2003.821984","volume":"14","author":"CE Thomaz","year":"2004","unstructured":"Thomaz, C.E., Gillies, D., Feitosa, R.: A new covariance estimate for bayesian classifiers in biometric recognition. IEEE Trans. Circuits Syst. Video Technol. 14(2), 214\u2013223 (2004)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."}],"container-title":["Communications in Computer and Information Science","Operations Research and Enterprise Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-17509-6_11","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,22]],"date-time":"2025-05-22T16:43:55Z","timestamp":1747932235000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-17509-6_11"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319175089","9783319175096"],"references-count":25,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-17509-6_11","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"type":"print","value":"1865-0929"},{"type":"electronic","value":"1865-0937"}],"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"17 April 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}