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We show that in particular, a rank transformation of the responses provides significant improvements. A deeper analysis of the resulting models and additional experiments with adaptive procedures indicates that the rank and the Box-Cox transformation are able to improve the properties of the resultant distributions with respect to symmetry and normality of the residuals. Moreover, model-based effect plots document a higher discriminatory power obtained by the rank transformation.<\/jats:p>","DOI":"10.1162\/evco_a_00061","type":"journal-article","created":{"date-parts":[[2011,12,2]],"date-time":"2011-12-02T00:56:13Z","timestamp":1322787373000},"page":"229-248","source":"Crossref","is-referenced-by-count":6,"title":["On the Effect of Response Transformations in Sequential Parameter Optimization"],"prefix":"10.1162","volume":"20","author":[{"given":"Tobias","family":"Wagner","sequence":"first","affiliation":[{"name":"Institute of Machining Technology (ISF), TU Dortmund, Dortmund, 44227, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Simon","family":"Wessing","sequence":"additional","affiliation":[{"name":"Chair of Algorithm Engineering, TU Dortmund, Dortmund, 44227, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"281","reference":[{"key":"B1","doi-asserted-by":"publisher","DOI":"10.1109\/CEC.2005.1554761"},{"key":"B2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-02538-9_14"},{"key":"B3","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2006.08.008"},{"key":"B4","doi-asserted-by":"publisher","DOI":"10.1109\/CEC.2010.5586314"},{"issue":"2","key":"B5","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1111\/j.2517-6161.1964.tb00553.x","volume":"26","author":"Box G. 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