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Trautmann, B. Bischl, and C. Weihs, “Analyzing the BBOB Results by Means of Benchmarking Concepts,” <i>Evolutionary Computation Journal</i>, vol. 23, no. 1, pp. 161–185, 2015.","short":"O. Mersmann, M. Preuss, H. Trautmann, B. Bischl, C. Weihs, Evolutionary Computation Journal 23 (2015) 161–185.","chicago":"Mersmann, O, M Preuss, Heike Trautmann, B Bischl, and C Weihs. “Analyzing the BBOB Results by Means of Benchmarking Concepts.” <i>Evolutionary Computation Journal</i> 23, no. 1 (2015): 161–185."},"abstract":[{"lang":"eng","text":"We present methods to answer two basic questions that arise when benchmarking optimization algorithms. The first one is: which algorithm is the \"best\" one? and the second one is: which algorithm should I use for my real-world problem? Both are connected and neither is easy to answer. We present a theoretical framework for designing and analyzing the raw data of such benchmark experiments. This represents a first step in answering the aforementioned questions. The 2009 and 2010 BBOB benchmark results are analyzed by means of this framework and we derive insight regarding the answers to the two questions. Furthermore, we discuss how to properly aggregate rankings from algorithm evaluations on individual problems into a consensus, its theoretical background and which common pitfalls should be avoided. Finally, we address the grouping of test problems into sets with similar optimizer rankings and investigate whether these are reflected by already proposed test problem characteristics, finding that this is not always the case."}],"date_created":"2023-08-04T15:30:11Z","type":"journal_article","department":[{"_id":"34"},{"_id":"819"}],"year":"2015","title":"Analyzing the BBOB Results by Means of Benchmarking Concepts","status":"public","author":[{"first_name":"O","last_name":"Mersmann","full_name":"Mersmann, O"},{"full_name":"Preuss, M","first_name":"M","last_name":"Preuss"},{"full_name":"Trautmann, Heike","orcid":"0000-0002-9788-8282","last_name":"Trautmann","first_name":"Heike","id":"100740"},{"last_name":"Bischl","first_name":"B","full_name":"Bischl, B"},{"full_name":"Weihs, C","last_name":"Weihs","first_name":"C"}],"date_updated":"2023-10-16T13:43:06Z","intvolume":"        23","page":"161–185","_id":"46380","language":[{"iso":"eng"}],"user_id":"15504","volume":23},{"citation":{"ieee":"D. 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Testing vs. building accounting theory with experimental research: insights from management research. <i>International Journal of Behavioural Accounting and Finance</i>, <i>5</i>(1), Article 82. <a href=\"https://doi.org/10.1504/ijbaf.2015.071050\">https://doi.org/10.1504/ijbaf.2015.071050</a>","chicago":"Reimsbach, Daniel, and Bastian Hauschild. “Testing vs. Building Accounting Theory with Experimental Research: Insights from Management Research.” <i>International Journal of Behavioural Accounting and Finance</i> 5, no. 1 (2015). <a href=\"https://doi.org/10.1504/ijbaf.2015.071050\">https://doi.org/10.1504/ijbaf.2015.071050</a>.","short":"D. Reimsbach, B. Hauschild, International Journal of Behavioural Accounting and Finance 5 (2015).","mla":"Reimsbach, Daniel, and Bastian Hauschild. “Testing vs. Building Accounting Theory with Experimental Research: Insights from Management Research.” <i>International Journal of Behavioural Accounting and Finance</i>, vol. 5, no. 1, 82, Inderscience Publishers, 2015, doi:<a href=\"https://doi.org/10.1504/ijbaf.2015.071050\">10.1504/ijbaf.2015.071050</a>.","bibtex":"@article{Reimsbach_Hauschild_2015, title={Testing vs. building accounting theory with experimental research: insights from management research}, volume={5}, DOI={<a href=\"https://doi.org/10.1504/ijbaf.2015.071050\">10.1504/ijbaf.2015.071050</a>}, number={182}, journal={International Journal of Behavioural Accounting and Finance}, publisher={Inderscience Publishers}, author={Reimsbach, Daniel and Hauschild, Bastian}, year={2015} }","ama":"Reimsbach D, Hauschild B. Testing vs. building accounting theory with experimental research: insights from management research. <i>International Journal of Behavioural Accounting and Finance</i>. 2015;5(1). doi:<a href=\"https://doi.org/10.1504/ijbaf.2015.071050\">10.1504/ijbaf.2015.071050</a>"},"user_id":"21810","volume":5,"publisher":"Inderscience Publishers","_id":"47909","status":"public","keyword":["Geology","Ocean Engineering","Water Science and Technology"],"type":"journal_article","department":[{"_id":"186"},{"_id":"815"}],"date_created":"2023-10-10T09:18:12Z","publication":"International Journal of Behavioural Accounting and Finance","issue":"1","doi":"10.1504/ijbaf.2015.071050","article_number":"82","language":[{"iso":"eng"}],"publication_status":"published","date_updated":"2023-10-30T11:37:01Z","intvolume":"         5","year":"2015","title":"Testing vs. building accounting theory with experimental research: insights from management research","publication_identifier":{"issn":["1753-1969","1753-1977"]},"author":[{"last_name":"Reimsbach","first_name":"Daniel","full_name":"Reimsbach, Daniel","id":"100169"},{"last_name":"Hauschild","first_name":"Bastian","full_name":"Hauschild, Bastian"}]},{"date_updated":"2023-11-08T21:12:46Z","publication_status":"published","intvolume":"        45","title":"Effects of bandwidth feedback on the automatization of an arm movement sequence","year":"2015","status":"public","author":[{"full_name":"Agethen, Manfred","last_name":"Agethen","first_name":"Manfred"},{"full_name":"Krause, Daniel","last_name":"Krause","orcid":"orcid.org/0000-0001-5391-885X","first_name":"Daniel","id":"668"}],"publication_identifier":{"issn":["0167-9457"]},"doi":"10.1016/j.humov.2015.11.005","user_id":"668","volume":45,"page":"71-83","_id":"48708","language":[{"iso":"eng"}],"publisher":"Elsevier BV","publication":"Human Movement Science","citation":{"ieee":"M. Agethen and D. Krause, “Effects of bandwidth feedback on the automatization of an arm movement sequence,” <i>Human Movement Science</i>, vol. 45, pp. 71–83, 2015, doi: <a href=\"https://doi.org/10.1016/j.humov.2015.11.005\">10.1016/j.humov.2015.11.005</a>.","apa":"Agethen, M., &#38; Krause, D. (2015). Effects of bandwidth feedback on the automatization of an arm movement sequence. <i>Human Movement Science</i>, <i>45</i>, 71–83. <a href=\"https://doi.org/10.1016/j.humov.2015.11.005\">https://doi.org/10.1016/j.humov.2015.11.005</a>","short":"M. Agethen, D. 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Effects of bandwidth feedback on the automatization of an arm movement sequence. <i>Human Movement Science</i>. 2015;45:71-83. doi:<a href=\"https://doi.org/10.1016/j.humov.2015.11.005\">10.1016/j.humov.2015.11.005</a>"},"type":"journal_article","keyword":["Experimental and Cognitive Psychology","Orthopedics and Sports Medicine","General Medicine","Biophysics"],"date_created":"2023-11-08T20:30:42Z"},{"citation":{"short":"S. Luft, ed., The Neo-Kantian Reader , 1st ed., Routledge, 2015.","chicago":"Luft, Sebastian, ed. <i>The Neo-Kantian Reader </i>. 1st ed. Routledge, 2015.","ieee":"S. Luft, Ed., <i>The Neo-Kantian Reader </i>, 1st ed. Routledge, 2015.","apa":"Luft, S. (Ed.). (2015). <i>The Neo-Kantian Reader </i> (1st ed.). Routledge.","bibtex":"@book{Luft_2015, edition={1}, title={The Neo-Kantian Reader }, publisher={Routledge}, year={2015} }","ama":"Luft S, ed. <i>The Neo-Kantian Reader </i>. 1st ed. 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Theorie und Empirie Lebenslangen Lernens (TELLL). 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Forum Historisches Lernen. Schwalbach/Ts.: Wochenschau Verlag, 2015.","mla":"Hartung, Olaf. “Aktuelle Trends in der Museumsdidaktik und ihre Bedeutung für das historische Lernen.” <i>Geschichtskultur. Die Anwesenheit von Vergangenheit in der Gegenwart</i>, edited by Vadim Oswalt and Hans-Jürgen Pandel, 2nd ed., Wochenschau Verlag, 2015, pp. 149–68.","ama":"Hartung O. Aktuelle Trends in der Museumsdidaktik und ihre Bedeutung für das historische Lernen. In: Oswalt V, Pandel H-J, eds. <i>Geschichtskultur. Die Anwesenheit von Vergangenheit in der Gegenwart</i>. 2nd ed. Forum Historisches Lernen. Wochenschau Verlag; 2015:149-168.","bibtex":"@inbook{Hartung_2015, place={Schwalbach/Ts.}, edition={2}, series={Forum Historisches Lernen}, title={Aktuelle Trends in der Museumsdidaktik und ihre Bedeutung für das historische Lernen}, booktitle={Geschichtskultur. 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Association for Computing Machinery; 2015:1319–1326. doi:<a href=\"https://doi.org/10.1145/2739480.2754673\">10.1145/2739480.2754673</a>","bibtex":"@inproceedings{Bossek_Bischl_Wagner_Rudolph_2015, place={New York, NY, USA}, series={GECCO ’15}, title={Learning Feature-Parameter Mappings for Parameter Tuning via the Profile Expected Improvement}, DOI={<a href=\"https://doi.org/10.1145/2739480.2754673\">10.1145/2739480.2754673</a>}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference}, publisher={Association for Computing Machinery}, author={Bossek, Jakob and Bischl, Bernd and Wagner, Tobias and Rudolph, Günter}, year={2015}, pages={1319–1326}, collection={GECCO ’15} }","mla":"Bossek, Jakob, et al. “Learning Feature-Parameter Mappings for Parameter Tuning via the Profile Expected Improvement.” <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, Association for Computing Machinery, 2015, pp. 1319–1326, doi:<a href=\"https://doi.org/10.1145/2739480.2754673\">10.1145/2739480.2754673</a>.","chicago":"Bossek, Jakob, Bernd Bischl, Tobias Wagner, and Günter Rudolph. “Learning Feature-Parameter Mappings for Parameter Tuning via the Profile Expected Improvement.” In <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, 1319–1326. GECCO ’15. New York, NY, USA: Association for Computing Machinery, 2015. <a href=\"https://doi.org/10.1145/2739480.2754673\">https://doi.org/10.1145/2739480.2754673</a>.","short":"J. Bossek, B. Bischl, T. Wagner, G. Rudolph, in: Proceedings of the Genetic and Evolutionary Computation Conference, Association for Computing Machinery, New York, NY, USA, 2015, pp. 1319–1326.","apa":"Bossek, J., Bischl, B., Wagner, T., &#38; Rudolph, G. (2015). Learning Feature-Parameter Mappings for Parameter Tuning via the Profile Expected Improvement. <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, 1319–1326. <a href=\"https://doi.org/10.1145/2739480.2754673\">https://doi.org/10.1145/2739480.2754673</a>","ieee":"J. Bossek, B. Bischl, T. Wagner, and G. Rudolph, “Learning Feature-Parameter Mappings for Parameter Tuning via the Profile Expected Improvement,” in <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, 2015, pp. 1319–1326, doi: <a href=\"https://doi.org/10.1145/2739480.2754673\">10.1145/2739480.2754673</a>."},"place":"New York, NY, USA","status":"public","user_id":"102979","_id":"48838","publisher":"Association for Computing Machinery","page":"1319–1326","abstract":[{"lang":"eng","text":"The majority of algorithms can be controlled or adjusted by parameters. Their values can substantially affect the algorithms’ performance. Since the manual exploration of the parameter space is tedious – even for few parameters – several automatic procedures for parameter tuning have been proposed. Recent approaches also take into account some characteristic properties of the problem instances, frequently termed instance features. Our contribution is the proposal of a novel concept for feature-based algorithm parameter tuning, which applies an approximating surrogate model for learning the continuous feature-parameter mapping. To accomplish this, we learn a joint model of the algorithm performance based on both the algorithm parameters and the instance features. The required data is gathered using a recently proposed acquisition function for model refinement in surrogate-based optimization: the profile expected improvement. This function provides an avenue for maximizing the information required for the feature-parameter mapping, i.e., the mapping from instance features to the corresponding optimal algorithm parameters. The approach is validated by applying the tuner to exemplary evolutionary algorithms and problems, for which theoretically grounded or heuristically determined feature-parameter mappings are available."}],"extern":"1","publication":"Proceedings of the Genetic and Evolutionary Computation Conference","department":[{"_id":"819"}],"type":"conference","keyword":["evolutionary algorithms","model-based optimization","parameter tuning"],"date_created":"2023-11-14T15:58:51Z","date_updated":"2023-12-13T10:40:30Z","publication_status":"published","author":[{"id":"102979","first_name":"Jakob","last_name":"Bossek","orcid":"0000-0002-4121-4668","full_name":"Bossek, Jakob"},{"last_name":"Bischl","first_name":"Bernd","full_name":"Bischl, Bernd"},{"last_name":"Wagner","first_name":"Tobias","full_name":"Wagner, Tobias"},{"last_name":"Rudolph","first_name":"Günter","full_name":"Rudolph, Günter"}],"publication_identifier":{"isbn":["978-1-4503-3472-3"]},"title":"Learning Feature-Parameter Mappings for Parameter Tuning via the Profile Expected Improvement","year":"2015","doi":"10.1145/2739480.2754673","series_title":"GECCO ’15","language":[{"iso":"eng"}]}]