{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,14]],"date-time":"2025-07-14T02:35:13Z","timestamp":1752460513615},"publisher-location":"Berlin, Heidelberg","reference-count":11,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540410560"},{"type":"electronic","value":"9783540453567"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2000]]},"DOI":"10.1007\/3-540-45356-3_4","type":"book-chapter","created":{"date-parts":[[2007,8,29]],"date-time":"2007-08-29T03:33:28Z","timestamp":1188358408000},"page":"39-48","source":"Crossref","is-referenced-by-count":15,"title":["Efficiency and Mutation Strength Adaptation of the (\u03bc\/\u03bc I, \u03bb)-ES in a Noisy Environment"],"prefix":"10.1007","author":[{"given":"Dirk V.","family":"Arnold","sequence":"first","affiliation":[]},{"given":"Hans-Georg","family":"Beyer","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"4_CR1","volume-title":"Foundations of Genetic Algorithms","author":"D. V. Arnold","year":"2000","unstructured":"D. V. Arnold and H.-G. Beyer, \u201cLocal Performance of the (\u03bc\/\u03bc\n                  I, \u03bb)-ES in a Noisy Environment\u201d, in T. C. Fogarty, W. Martin, and W. M. Spears, editors, Foundations of Genetic Algorithms, 6, to appear, (Morgan-Kaufmann, San Francisco, 2000)."},{"issue":"2","key":"4_CR2","doi-asserted-by":"crossref","first-page":"165","DOI":"10.1162\/evco.1993.1.2.165","volume":"1","author":"H.-G. Beyer","year":"1993","unstructured":"H.-G. Beyer, \u201cToward a Theory of Evolution Strategies: Some Asymptotical Results from the (1 \n                    ,\n                    +\n                   \u03bb)-Theory, Evolutionary Computation, 1(2), pages 165\u2013188, (1993).","journal-title":"Evolutionary Computation"},{"issue":"1","key":"4_CR3","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1162\/evco.1995.3.1.81","volume":"3","author":"H. G. Beyer","year":"1995","unstructured":"H. G. Beyer, \u201cToward a Theory of Evolution Strategies: On the Benefit of Sex-the (\u03bc\/\u03bc, \u03bb)-Theory\u201d, Evolutionary Computation, 3(1), pages 81\u2013111, (1995).","journal-title":"Evolutionary Computation"},{"key":"4_CR4","first-page":"101","volume-title":"Machine Learning","author":"J. M. Fitzpatrick","year":"1988","unstructured":"J. M. Fitzpatrick and J. J. Grefenstette, \u201cGenetic Algorithms in Noisy Environments\u201d, in P. Langley, editor, Machine Learning, pages 101\u2013120, (Kluwer, Dordrecht, 1988)."},{"key":"4_CR5","doi-asserted-by":"crossref","unstructured":"L. Gruenz and H.-G. Beyer, \u201cSome Observations on the Interaction of Recombination and Self-Adaptation in Evolution Strategies\u201d, in Congress on Evolutionary Computation (CEC\u201999), pages 639\u2013645, (1999).","DOI":"10.1109\/CEC.1999.781992"},{"key":"4_CR6","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1007\/3-540-58484-6_260","volume-title":"Parallel Problem Solving from Nature","author":"U. Hammel","year":"1994","unstructured":"U. Hammel and T. B\u00e4ck, \u201cEvolution Strategies on Noisy Functions. How to Improve Convergence Properties\u201d, in Y. Davidor, R. Manner, and H.-P. Schwefel, editors, Parallel Problem Solving from Nature, 3, pages 159\u2013168, (Springer, Heidelberg, 1994)."},{"key":"4_CR7","volume-title":"Verallgemeinerte individuelle Schrittweitenregelung in der Evolutions-strategie","author":"N. Hansen","year":"1998","unstructured":"N. Hansen, Verallgemeinerte individuelle Schrittweitenregelung in der Evolutions-strategie, (Mensch & Buch, Berlin, 1998)."},{"key":"4_CR8","unstructured":"N. Hansen and A. Ostermeier, \u201cConvergence Properties of Evolution Strategies with the Derandomized Covariance Matrix Adaptation: The (\u03bc\/\u03bc\n                  I, \u03bb)-CMA-ES\u201d, in 5th European Congress on Intelligent Techniques and Soft Computing (EU-FIT\u201997), pages 650\u2013654, (1997)."},{"key":"4_CR9","volume-title":"Evolutionsstrategie: Optimierung technischer Systeme nach Prin-zipien der biologischen Evolution","author":"I. Rechenberg","year":"1973","unstructured":"I. Rechenberg, Evolutionsstrategie: Optimierung technischer Systeme nach Prin-zipien der biologischen Evolution, (Frommann-Holzboog, Stuttgart, 1973)."},{"key":"4_CR10","volume-title":"Numerical Optimization of Computer Models","author":"H.-P. Schwefel","year":"1981","unstructured":"H.-P. Schwefel, Numerical Optimization of Computer Models, (Wiley, Chichester, 1981)."},{"key":"4_CR11","doi-asserted-by":"publisher","first-page":"188","DOI":"10.1007\/BFb0056862","volume-title":"Parallel Problem Solving from Nature","author":"P. Stagge","year":"1998","unstructured":"P. Stagge, \u201cAveraging Efficiently in the Presence of Noise\u201d, in A. E. Eiben, T. B\u00e4ck, M. Schoenauer, and H.-P. Schwefel, editors, Parallel Problem Solving from Nature, 5, pages 188\u2013197, (Springer, Berlin, 1998)."}],"container-title":["Lecture Notes in Computer Science","Parallel Problem Solving from Nature PPSN VI"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/3-540-45356-3_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,2,23]],"date-time":"2019-02-23T06:29:02Z","timestamp":1550903342000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/3-540-45356-3_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2000]]},"ISBN":["9783540410560","9783540453567"],"references-count":11,"URL":"https:\/\/doi.org\/10.1007\/3-540-45356-3_4","relation":{},"ISSN":["0302-9743"],"issn-type":[{"type":"print","value":"0302-9743"}],"subject":[],"published":{"date-parts":[[2000]]}}}