[{"citation":{"ieee":"J. Bossek and C. Grimme, “A Pareto-Beneficial Sub-Tree Mutation for the Multi-Criteria Minimum Spanning Tree Problem,” in <i>2017 IEEE Symposium Series on Computational Intelligence (SSCI)</i>, 2017, pp. 1–8, doi: <a href=\"https://doi.org/10.1109/SSCI.2017.8285183\">10.1109/SSCI.2017.8285183</a>.","apa":"Bossek, J., &#38; Grimme, C. (2017). A Pareto-Beneficial Sub-Tree Mutation for the Multi-Criteria Minimum Spanning Tree Problem. <i>2017 IEEE Symposium Series on Computational Intelligence (SSCI)</i>, 1–8. <a href=\"https://doi.org/10.1109/SSCI.2017.8285183\">https://doi.org/10.1109/SSCI.2017.8285183</a>","short":"J. Bossek, C. Grimme, in: 2017 IEEE Symposium Series on Computational Intelligence (SSCI), 2017, pp. 1–8.","chicago":"Bossek, Jakob, and Christian Grimme. “A Pareto-Beneficial Sub-Tree Mutation for the Multi-Criteria Minimum Spanning Tree Problem.” In <i>2017 IEEE Symposium Series on Computational Intelligence (SSCI)</i>, 1–8, 2017. <a href=\"https://doi.org/10.1109/SSCI.2017.8285183\">https://doi.org/10.1109/SSCI.2017.8285183</a>.","mla":"Bossek, Jakob, and Christian Grimme. “A Pareto-Beneficial Sub-Tree Mutation for the Multi-Criteria Minimum Spanning Tree Problem.” <i>2017 IEEE Symposium Series on Computational Intelligence (SSCI)</i>, 2017, pp. 1–8, doi:<a href=\"https://doi.org/10.1109/SSCI.2017.8285183\">10.1109/SSCI.2017.8285183</a>.","bibtex":"@inproceedings{Bossek_Grimme_2017, title={A Pareto-Beneficial Sub-Tree Mutation for the Multi-Criteria Minimum Spanning Tree Problem}, DOI={<a href=\"https://doi.org/10.1109/SSCI.2017.8285183\">10.1109/SSCI.2017.8285183</a>}, booktitle={2017 IEEE Symposium Series on Computational Intelligence (SSCI)}, author={Bossek, Jakob and Grimme, Christian}, year={2017}, pages={1–8} }","ama":"Bossek J, Grimme C. A Pareto-Beneficial Sub-Tree Mutation for the Multi-Criteria Minimum Spanning Tree Problem. In: <i>2017 IEEE Symposium Series on Computational Intelligence (SSCI)</i>. ; 2017:1–8. doi:<a href=\"https://doi.org/10.1109/SSCI.2017.8285183\">10.1109/SSCI.2017.8285183</a>"},"publication":"2017 IEEE Symposium Series on Computational Intelligence (SSCI)","extern":"1","abstract":[{"lang":"eng","text":"While finding minimum-cost spanning trees (MST) in undirected graphs is solvable in polynomial time, the multi-criteria minimum spanning tree problem (mcMST) is NP-hard. Interestingly, the mcMST problem has not been in focus of evolutionary computation research for a long period of time, although, its relevance for real world problems is easy to see. The available and most notable approaches by Zhou and Gen as well as by Knowles and Corne concentrate on solution encoding and on fairly dated selection mechanisms. In this work, we revisit the mcMST and focus on the mutation operators as exploratory components of evolutionary algorithms neglected so far. We investigate optimal solution characteristics to discuss current mutation strategies, identify shortcomings of these operators, and propose a sub-tree based operator which offers what we term Pareto-beneficial behavior: ensuring convergence and diversity at the same time. The operator is empirically evaluated inside modern standard evolutionary meta-heuristics for multi-criteria optimization and compared to hitherto applied mutation operators in the context of mcMST."}],"date_created":"2023-11-14T15:58:54Z","department":[{"_id":"819"}],"keyword":["Convergence","Encoding","Euclidean distance","Evolutionary computation","Heating systems","Optimization","Standards"],"type":"conference","author":[{"id":"102979","orcid":"0000-0002-4121-4668","first_name":"Jakob","last_name":"Bossek","full_name":"Bossek, Jakob"},{"last_name":"Grimme","first_name":"Christian","full_name":"Grimme, Christian"}],"status":"public","title":"A Pareto-Beneficial Sub-Tree Mutation for the Multi-Criteria Minimum Spanning Tree Problem","year":"2017","publication_status":"published","date_updated":"2023-12-13T10:44:28Z","_id":"48857","language":[{"iso":"eng"}],"page":"1–8","user_id":"102979","doi":"10.1109/SSCI.2017.8285183"},{"publication_status":"published","date_updated":"2023-12-13T10:44:36Z","status":"public","title":"An Extended Mutation-Based Priority-Rule Integration Concept for Multi-Objective Machine Scheduling","year":"2017","author":[{"id":"102979","first_name":"Jakob","orcid":"0000-0002-4121-4668","last_name":"Bossek","full_name":"Bossek, Jakob"},{"full_name":"Grimme, Christian","last_name":"Grimme","first_name":"Christian"}],"user_id":"102979","doi":"10.1109/SSCI.2017.8285224","page":"1–8","language":[{"iso":"eng"}],"_id":"48856","extern":"1","abstract":[{"lang":"eng","text":"There exist many optimal or heuristic priority rules for machine scheduling problems, which can easily be integrated into single-objective evolutionary algorithms via mutation operators. However, in the multi-objective case, simultaneously applying different priorities for different objectives may cause severe disruptions in the genome and may lead to inferior solutions. In this paper, we combine an existing mutation operator concept with new insights from detailed observation of the structure of solutions for multi-objective machine scheduling problems. This allows the comprehensive integration of priority rules to produce better Pareto-front approximations. We evaluate the extended operator concept compared to standard swap mutation and the stand-alone components of our hybrid scheme, which performs best in all evaluated cases."}],"publication":"2017 IEEE Symposium Series on Computational Intelligence (SSCI)","citation":{"apa":"Bossek, J., &#38; Grimme, C. (2017). An Extended Mutation-Based Priority-Rule Integration Concept for Multi-Objective Machine Scheduling. <i>2017 IEEE Symposium Series on Computational Intelligence (SSCI)</i>, 1–8. <a href=\"https://doi.org/10.1109/SSCI.2017.8285224\">https://doi.org/10.1109/SSCI.2017.8285224</a>","mla":"Bossek, Jakob, and Christian Grimme. “An Extended Mutation-Based Priority-Rule Integration Concept for Multi-Objective Machine Scheduling.” <i>2017 IEEE Symposium Series on Computational Intelligence (SSCI)</i>, 2017, pp. 1–8, doi:<a href=\"https://doi.org/10.1109/SSCI.2017.8285224\">10.1109/SSCI.2017.8285224</a>.","ieee":"J. Bossek and C. Grimme, “An Extended Mutation-Based Priority-Rule Integration Concept for Multi-Objective Machine Scheduling,” in <i>2017 IEEE Symposium Series on Computational Intelligence (SSCI)</i>, 2017, pp. 1–8, doi: <a href=\"https://doi.org/10.1109/SSCI.2017.8285224\">10.1109/SSCI.2017.8285224</a>.","short":"J. Bossek, C. Grimme, in: 2017 IEEE Symposium Series on Computational Intelligence (SSCI), 2017, pp. 1–8.","ama":"Bossek J, Grimme C. An Extended Mutation-Based Priority-Rule Integration Concept for Multi-Objective Machine Scheduling. In: <i>2017 IEEE Symposium Series on Computational Intelligence (SSCI)</i>. ; 2017:1–8. doi:<a href=\"https://doi.org/10.1109/SSCI.2017.8285224\">10.1109/SSCI.2017.8285224</a>","chicago":"Bossek, Jakob, and Christian Grimme. “An Extended Mutation-Based Priority-Rule Integration Concept for Multi-Objective Machine Scheduling.” In <i>2017 IEEE Symposium Series on Computational Intelligence (SSCI)</i>, 1–8, 2017. <a href=\"https://doi.org/10.1109/SSCI.2017.8285224\">https://doi.org/10.1109/SSCI.2017.8285224</a>.","bibtex":"@inproceedings{Bossek_Grimme_2017, title={An Extended Mutation-Based Priority-Rule Integration Concept for Multi-Objective Machine Scheduling}, DOI={<a href=\"https://doi.org/10.1109/SSCI.2017.8285224\">10.1109/SSCI.2017.8285224</a>}, booktitle={2017 IEEE Symposium Series on Computational Intelligence (SSCI)}, author={Bossek, Jakob and Grimme, Christian}, year={2017}, pages={1–8} }"},"keyword":["Evolutionary computation","Processor scheduling","Schedules","Scheduling","Sociology","Standards","Statistics"],"type":"conference","department":[{"_id":"819"}],"date_created":"2023-11-14T15:58:54Z"},{"user_id":"102979","doi":"10.21105/joss.00374","volume":2,"page":"374","_id":"48864","language":[{"iso":"eng"}],"date_updated":"2023-12-13T10:52:04Z","intvolume":"         2","title":"mcMST: A Toolbox for the Multi-Criteria Minimum Spanning Tree Problem","year":"2017","status":"public","author":[{"id":"102979","full_name":"Bossek, Jakob","orcid":"0000-0002-4121-4668","last_name":"Bossek","first_name":"Jakob"}],"publication_identifier":{"issn":["2475-9066"]},"type":"journal_article","department":[{"_id":"819"}],"date_created":"2023-11-14T15:58:55Z","abstract":[{"text":"Bossek, (2017), mcMST: A Toolbox for the Multi-Criteria Minimum Spanning Tree Problem, Journal of Open Source Software, 2(17), 374, doi:10.21105/joss.00374","lang":"eng"}],"issue":"17","publication":"Journal of Open Source Software","citation":{"short":"J. Bossek, Journal of Open Source Software 2 (2017) 374.","chicago":"Bossek, Jakob. “McMST: A Toolbox for the Multi-Criteria Minimum Spanning Tree Problem.” <i>Journal of Open Source Software</i> 2, no. 17 (2017): 374. <a href=\"https://doi.org/10.21105/joss.00374\">https://doi.org/10.21105/joss.00374</a>.","apa":"Bossek, J. (2017). mcMST: A Toolbox for the Multi-Criteria Minimum Spanning Tree Problem. <i>Journal of Open Source Software</i>, <i>2</i>(17), 374. <a href=\"https://doi.org/10.21105/joss.00374\">https://doi.org/10.21105/joss.00374</a>","ieee":"J. Bossek, “mcMST: A Toolbox for the Multi-Criteria Minimum Spanning Tree Problem,” <i>Journal of Open Source Software</i>, vol. 2, no. 17, p. 374, 2017, doi: <a href=\"https://doi.org/10.21105/joss.00374\">10.21105/joss.00374</a>.","ama":"Bossek J. mcMST: A Toolbox for the Multi-Criteria Minimum Spanning Tree Problem. <i>Journal of Open Source Software</i>. 2017;2(17):374. doi:<a href=\"https://doi.org/10.21105/joss.00374\">10.21105/joss.00374</a>","bibtex":"@article{Bossek_2017, title={mcMST: A Toolbox for the Multi-Criteria Minimum Spanning Tree Problem}, volume={2}, DOI={<a href=\"https://doi.org/10.21105/joss.00374\">10.21105/joss.00374</a>}, number={17}, journal={Journal of Open Source Software}, author={Bossek, Jakob}, year={2017}, pages={374} }","mla":"Bossek, Jakob. “McMST: A Toolbox for the Multi-Criteria Minimum Spanning Tree Problem.” <i>Journal of Open Source Software</i>, vol. 2, no. 17, 2017, p. 374, doi:<a href=\"https://doi.org/10.21105/joss.00374\">10.21105/joss.00374</a>."}},{"intvolume":"         9","date_updated":"2023-12-13T10:51:57Z","publication_identifier":{"issn":["2073-4859"]},"author":[{"id":"102979","full_name":"Bossek, Jakob","last_name":"Bossek","first_name":"Jakob","orcid":"0000-0002-4121-4668"}],"status":"public","title":"Smoof: Single- and Multi-Objective Optimization Test Functions","year":"2017","volume":9,"user_id":"102979","_id":"48865","language":[{"iso":"eng"}],"page":"103–113","citation":{"ama":"Bossek J. Smoof: Single- and Multi-Objective Optimization Test Functions. <i>The R Journal</i>. 2017;9(1):103–113.","bibtex":"@article{Bossek_2017, title={Smoof: Single- and Multi-Objective Optimization Test Functions}, volume={9}, number={1}, journal={The R Journal}, author={Bossek, Jakob}, year={2017}, pages={103–113} }","mla":"Bossek, Jakob. “Smoof: Single- and Multi-Objective Optimization Test Functions.” <i>The R Journal</i>, vol. 9, no. 1, 2017, pp. 103–113.","chicago":"Bossek, Jakob. “Smoof: Single- and Multi-Objective Optimization Test Functions.” <i>The R Journal</i> 9, no. 1 (2017): 103–113.","short":"J. Bossek, The R Journal 9 (2017) 103–113.","apa":"Bossek, J. (2017). Smoof: Single- and Multi-Objective Optimization Test Functions. <i>The R Journal</i>, <i>9</i>(1), 103–113.","ieee":"J. Bossek, “Smoof: Single- and Multi-Objective Optimization Test Functions,” <i>The R Journal</i>, vol. 9, no. 1, pp. 103–113, 2017."},"publication":"The R Journal","issue":"1","department":[{"_id":"819"}],"type":"journal_article","date_created":"2023-11-14T15:58:56Z"},{"user_id":"102979","language":[{"iso":"eng"}],"_id":"48837","date_updated":"2023-12-13T10:52:31Z","title":"mlrMBO: A Modular Framework for Model-Based Optimization of Expensive Black-Box Functions","status":"public","year":"2017","author":[{"full_name":"Bischl, Bernd","last_name":"Bischl","first_name":"Bernd"},{"first_name":"Jakob","last_name":"Richter","full_name":"Richter, Jakob"},{"full_name":"Bossek, Jakob","first_name":"Jakob","last_name":"Bossek","orcid":"0000-0002-4121-4668","id":"102979"},{"first_name":"Daniel","last_name":"Horn","full_name":"Horn, Daniel"},{"first_name":"Janek","last_name":"Thomas","full_name":"Thomas, Janek"},{"full_name":"Lang, Michel","first_name":"Michel","last_name":"Lang"}],"type":"journal_article","department":[{"_id":"819"}],"date_created":"2023-11-14T15:58:51Z","publication":"CoRR","citation":{"bibtex":"@article{Bischl_Richter_Bossek_Horn_Thomas_Lang_2017, title={mlrMBO: A Modular Framework for Model-Based Optimization of Expensive Black-Box Functions}, journal={CoRR}, author={Bischl, Bernd and Richter, Jakob and Bossek, Jakob and Horn, Daniel and Thomas, Janek and Lang, Michel}, year={2017} }","ama":"Bischl B, Richter J, Bossek J, Horn D, Thomas J, Lang M. mlrMBO: A Modular Framework for Model-Based Optimization of Expensive Black-Box Functions. <i>CoRR</i>. Published online 2017.","mla":"Bischl, Bernd, et al. “MlrMBO: A Modular Framework for Model-Based Optimization of Expensive Black-Box Functions.” <i>CoRR</i>, 2017.","chicago":"Bischl, Bernd, Jakob Richter, Jakob Bossek, Daniel Horn, Janek Thomas, and Michel Lang. “MlrMBO: A Modular Framework for Model-Based Optimization of Expensive Black-Box Functions.” <i>CoRR</i>, 2017.","short":"B. Bischl, J. Richter, J. Bossek, D. Horn, J. Thomas, M. Lang, CoRR (2017).","ieee":"B. Bischl, J. Richter, J. Bossek, D. Horn, J. Thomas, and M. Lang, “mlrMBO: A Modular Framework for Model-Based Optimization of Expensive Black-Box Functions,” <i>CoRR</i>, 2017.","apa":"Bischl, B., Richter, J., Bossek, J., Horn, D., Thomas, J., &#38; Lang, M. (2017). mlrMBO: A Modular Framework for Model-Based Optimization of Expensive Black-Box Functions. <i>CoRR</i>."}},{"publication_status":"published","date_updated":"2023-12-18T13:30:51Z","article_type":"original","intvolume":"        92","status":"public","year":"2017","title":"Discretionary aggregation","author":[{"id":"42419","full_name":"Ebert, Michael","last_name":"Ebert","first_name":"Michael"},{"full_name":"Simons, Dirk","first_name":"Dirk","last_name":"Simons"},{"first_name":"Jack D","last_name":"Stecher","full_name":"Stecher, Jack D"}],"user_id":"42419","volume":92,"page":"73--91","_id":"4774","language":[{"iso":"eng"}],"issue":"1","publication":"The Accounting Review","citation":{"bibtex":"@article{Ebert_Simons_Stecher_2017, title={Discretionary aggregation}, volume={92}, number={1}, journal={The Accounting Review}, author={Ebert, Michael and Simons, Dirk and Stecher, Jack D}, year={2017}, pages={73--91} }","ama":"Ebert M, Simons D, Stecher JD. 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Fallstudien Zur Rezeption Alttestamentlicher Traditionen, Motive Und Figuren, 2017.","chicago":"Taschl-Erber, Andrea. <i>Schriftauslegung Im Neuen Testament – Angelpunkt Für „the Parting of the Ways“? Fallstudien Zur Rezeption Alttestamentlicher Traditionen, Motive Und Figuren,</i> 2017.","apa":"Taschl-Erber, A. (2017). <i>Schriftauslegung im Neuen Testament – Angelpunkt für „the Parting of the Ways“? Fallstudien zur Rezeption alttestamentlicher Traditionen, Motive und Figuren,</i>.","ieee":"A. Taschl-Erber, <i>Schriftauslegung im Neuen Testament – Angelpunkt für „the Parting of the Ways“? Fallstudien zur Rezeption alttestamentlicher Traditionen, Motive und Figuren,</i>. 2017.","ama":"Taschl-Erber A. <i>Schriftauslegung Im Neuen Testament – Angelpunkt Für „the Parting of the Ways“? 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Fallstudien zur Rezeption alttestamentlicher Traditionen, Motive und Figuren,","author":[{"last_name":"Taschl-Erber","first_name":"Andrea","full_name":"Taschl-Erber, Andrea"}],"date_updated":"2023-12-18T16:44:53Z","_id":"36499","language":[{"iso":"eng"}],"user_id":"70423"},{"author":[{"id":"338","first_name":"Thorsten","last_name":"Marten","full_name":"Marten, Thorsten"}],"publication_identifier":{"isbn":["9783844055184","3844055185"]},"year":"2017","status":"public","title":"Erweiterung des Portfolios presshärtbarer Stähle durch gezielte Werkstoff- und Prozessmodifikationen","date_updated":"2023-12-20T09:27:52Z","_id":"16068","publisher":"Shaker Verlag","language":[{"iso":"ger"}],"user_id":"338","citation":{"ieee":"T. Marten, <i>Erweiterung des Portfolios presshärtbarer Stähle durch gezielte Werkstoff- und Prozessmodifikationen</i>. Shaker Verlag, 2017.","apa":"Marten, T. 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Shaker Verlag; 2017."},"date_created":"2020-02-24T16:44:36Z","department":[{"_id":"9"},{"_id":"321"},{"_id":"149"}],"type":"dissertation"},{"type":"book_editor","place":"Bielefeld","date_created":"2023-12-20T13:47:50Z","citation":{"mla":"Autsch, Sabiene, and Sara Hornäk, editors. <i>Material und künstlerisches Handeln. Positionen und Perspektiven in der Gegenwartskunst.</i> transcript Verlag, 2017.","ama":"Autsch S, Hornäk S, eds. <i>Material und künstlerisches Handeln. Positionen und Perspektiven in der Gegenwartskunst.</i> transcript Verlag; 2017.","bibtex":"@book{Autsch_Hornäk_2017, place={Bielefeld}, title={Material und künstlerisches Handeln. Positionen und Perspektiven in der Gegenwartskunst.}, publisher={transcript Verlag}, year={2017} }","apa":"Autsch, S., &#38; Hornäk, S. (Eds.). (2017). <i>Material und künstlerisches Handeln. Positionen und Perspektiven in der Gegenwartskunst.</i> transcript Verlag.","ieee":"S. Autsch and S. 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