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One single, powerful visualization node is supported by a group of backend nodes with weak graphics performance. While the visualization node renders the visible objects, the backend nodes asynchronously perform visibility tests and supply the front end with visible scene objects. The visualization node stores only currently visible objects in its memory, while the scene is distributed among the backend nodes’ memory without redundancy. To efficiently compute the occlusion tests in spite of that each backend node stores only a fraction of the original geometry, we complete the scene by adding highly simplified versions of the objects stored on other nodes. We test our system with 15 backend nodes. It is able to render a ≈ 350,M polygons (≈ 8.5,GiB) large aircraft model with 20, to 30,fps and thus allows a walk-through in real-time.\r\n","lang":"eng"}],"publication":"Advances in Visual Computing","department":[{"_id":"63"}],"type":"conference","date_created":"2020-04-06T07:40:57Z","status":"public","volume":7431,"user_id":"15415","_id":"16408","page":"502-512","citation":{"bibtex":"@inproceedings{Suess_Koch_Jähn_Fischer_Meyer auf der Heide_2012, place={Berlin, Heidelberg}, series={Lecture Notes in Computer Science}, title={Asynchronous Occlusion Culling on Heterogeneous PC Clusters for Distributed 3D Scenes}, volume={7431}, DOI={<a href=\"https://doi.org/10.1007/978-3-642-33179-4_48\">10.1007/978-3-642-33179-4_48</a>}, booktitle={Advances in Visual Computing}, author={Suess, Tim and Koch, Clemens and Jähn, Claudius and Fischer, Matthias and Meyer auf der Heide, Friedhelm}, year={2012}, pages={502–512}, collection={Lecture Notes in Computer Science} }","ama":"Suess T, Koch C, Jähn C, Fischer M, Meyer auf der Heide F. 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Asynchronous Occlusion Culling on Heterogeneous PC Clusters for Distributed 3D Scenes. <i>Advances in Visual Computing</i>, <i>7431</i>, 502–512. <a href=\"https://doi.org/10.1007/978-3-642-33179-4_48\">https://doi.org/10.1007/978-3-642-33179-4_48</a>"},"place":"Berlin, Heidelberg"},{"status":"public","year":"2012","title":"Label ranking with partial abstention based on thresholded probalistic models","author":[{"full_name":"Cheng, W.","first_name":"W.","last_name":"Cheng"},{"id":"48129","first_name":"Eyke","last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke"},{"full_name":"Waegeman, W.","first_name":"W.","last_name":"Waegeman"},{"full_name":"Welker, V.","first_name":"V.","last_name":"Welker"}],"date_updated":"2022-01-06T06:51:28Z","language":[{"iso":"eng"}],"_id":"13120","user_id":"49109","publication":"In Proceedings NIPS-2012, 26th Annual Conference on Neural Information Processing Systems, Lake Tahoe, Nevada, USA","citation":{"ieee":"W. Cheng, E. Hüllermeier, W. 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Probability estimation for mulit-class classification based on label ranking. In: <i>Proceedings ECML/PKDD-2012, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Bristol, UK</i>. ; 2012.","ieee":"W. Cheng and E. Hüllermeier, “Probability estimation for mulit-class classification based on label ranking,” in <i>Proceedings ECML/PKDD-2012, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Bristol, UK</i>, 2012.","apa":"Cheng, W., &#38; Hüllermeier, E. (2012). Probability estimation for mulit-class classification based on label ranking. In <i>Proceedings ECML/PKDD-2012, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Bristol, UK</i>.","chicago":"Cheng, W., and Eyke Hüllermeier. “Probability Estimation for Mulit-Class Classification Based on Label Ranking.” In <i>Proceedings ECML/PKDD-2012, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Bristol, UK</i>, 2012.","short":"W. Cheng, E. Hüllermeier, in: Proceedings ECML/PKDD-2012, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Bristol, UK, 2012."}},{"citation":{"ama":"Dembczynski K, Kotlowski W, Hüllermeier E. Consistent multilabel ranking through univariate loss minimization. In: Langford J, Pineau J, eds. <i>In Proceedings ICML-2012,  International Conference on Machine Learning, Edinburgh, Scotland</i>. ; 2012.","bibtex":"@inproceedings{Dembczynski_Kotlowski_Hüllermeier_2012, title={Consistent multilabel ranking through univariate loss minimization}, booktitle={in Proceedings ICML-2012,  International Conference on Machine Learning, Edinburgh, Scotland}, author={Dembczynski, K. and Kotlowski, W. and Hüllermeier, Eyke}, editor={Langford, J. and Pineau, J.Editors}, year={2012} }","mla":"Dembczynski, K., et al. “Consistent Multilabel Ranking through Univariate Loss Minimization.” <i>In Proceedings ICML-2012,  International Conference on Machine Learning, Edinburgh, Scotland</i>, edited by J. Langford and J. Pineau, 2012.","chicago":"Dembczynski, K., W. Kotlowski, and Eyke Hüllermeier. “Consistent Multilabel Ranking through Univariate Loss Minimization.” In <i>In Proceedings ICML-2012,  International Conference on Machine Learning, Edinburgh, Scotland</i>, edited by J. Langford and J. Pineau, 2012.","short":"K. Dembczynski, W. Kotlowski, E. Hüllermeier, in: J. Langford, J. Pineau (Eds.), In Proceedings ICML-2012,  International Conference on Machine Learning, Edinburgh, Scotland, 2012.","apa":"Dembczynski, K., Kotlowski, W., &#38; Hüllermeier, E. (2012). Consistent multilabel ranking through univariate loss minimization. In J. Langford &#38; J. Pineau (Eds.), <i>in Proceedings ICML-2012,  International Conference on Machine Learning, Edinburgh, Scotland</i>.","ieee":"K. Dembczynski, W. Kotlowski, and E. Hüllermeier, “Consistent multilabel ranking through univariate loss minimization,” in <i>in Proceedings ICML-2012,  International Conference on Machine Learning, Edinburgh, Scotland</i>, 2012."},"publication":"in Proceedings ICML-2012,  International Conference on Machine Learning, Edinburgh, Scotland","department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}],"type":"conference","date_created":"2019-09-12T14:37:17Z","date_updated":"2022-01-06T06:51:30Z","author":[{"first_name":"K.","last_name":"Dembczynski","full_name":"Dembczynski, K."},{"full_name":"Kotlowski, W.","first_name":"W.","last_name":"Kotlowski"},{"id":"48129","full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier","first_name":"Eyke"}],"title":"Consistent multilabel ranking through univariate loss minimization","status":"public","year":"2012","editor":[{"full_name":"Langford, J.","first_name":"J.","last_name":"Langford"},{"full_name":"Pineau, J.","first_name":"J.","last_name":"Pineau"}],"user_id":"49109","language":[{"iso":"eng"}],"_id":"13192"},{"page":"294-299","language":[{"iso":"eng"}],"_id":"13193","publisher":"IOS Press","user_id":"49109","status":"public","title":"An analysis of chaining in multi-label classification","year":"2012","author":[{"full_name":"Dembczynski, K.","last_name":"Dembczynski","first_name":"K."},{"first_name":"W.","last_name":"Waegeman","full_name":"Waegeman, W."},{"last_name":"Hüllermeier","first_name":"Eyke","full_name":"Hüllermeier, Eyke","id":"48129"}],"date_updated":"2022-01-06T06:51:30Z","date_created":"2019-09-12T14:41:48Z","type":"conference","department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}],"publication":"In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France ","citation":{"mla":"Dembczynski, K., et al. “An Analysis of Chaining in Multi-Label Classification.” <i>In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France </i>, IOS Press, 2012, pp. 294–99.","bibtex":"@inproceedings{Dembczynski_Waegeman_Hüllermeier_2012, title={An analysis of chaining in multi-label classification}, booktitle={In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France }, publisher={IOS Press}, author={Dembczynski, K. and Waegeman, W. and Hüllermeier, Eyke}, year={2012}, pages={294–299} }","ama":"Dembczynski K, Waegeman W, Hüllermeier E. An analysis of chaining in multi-label classification. In: <i>In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France </i>. IOS Press; 2012:294-299.","ieee":"K. Dembczynski, W. Waegeman, and E. Hüllermeier, “An analysis of chaining in multi-label classification,” in <i>In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France </i>, 2012, pp. 294–299.","apa":"Dembczynski, K., Waegeman, W., &#38; Hüllermeier, E. (2012). An analysis of chaining in multi-label classification. In <i>In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France </i> (pp. 294–299). IOS Press.","short":"K. Dembczynski, W. Waegeman, E. Hüllermeier, in: In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France , IOS Press, 2012, pp. 294–299.","chicago":"Dembczynski, K., W. Waegeman, and Eyke Hüllermeier. “An Analysis of Chaining in Multi-Label Classification.” In <i>In Proceedings ECAI-2012, 20th European Conference on Artificial Inteligence, Montpellier, France </i>, 294–99. IOS Press, 2012."}},{"date_updated":"2022-01-06T06:51:36Z","author":[{"last_name":"Lewis","first_name":"Peter","full_name":"Lewis, Peter"},{"first_name":"Marco","last_name":"Platzner","full_name":"Platzner, Marco","id":"398"},{"first_name":"Xin","last_name":"Yao","full_name":"Yao, Xin"}],"status":"public","year":"2012","title":"An outlook for self-awareness in computing systems","user_id":"398","_id":"13462","publisher":"Awareness Magazine","language":[{"iso":"eng"}],"project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area C","_id":"4"},{"name":"SFB 901 - Subproject C2","_id":"14"}],"citation":{"bibtex":"@book{Lewis_Platzner_Yao_2012, title={An outlook for self-awareness in computing systems}, publisher={Awareness Magazine}, author={Lewis, Peter and Platzner, Marco and Yao, Xin}, year={2012} }","ama":"Lewis P, Platzner M, Yao X. <i>An Outlook for Self-Awareness in Computing Systems</i>. Awareness Magazine; 2012.","mla":"Lewis, Peter, et al. <i>An Outlook for Self-Awareness in Computing Systems</i>. Awareness Magazine, 2012.","chicago":"Lewis, Peter, Marco Platzner, and Xin Yao. <i>An Outlook for Self-Awareness in Computing Systems</i>. Awareness Magazine, 2012.","short":"P. Lewis, M. Platzner, X. Yao, An Outlook for Self-Awareness in Computing Systems, Awareness Magazine, 2012.","ieee":"P. Lewis, M. Platzner, and X. Yao, <i>An outlook for self-awareness in computing systems</i>. Awareness Magazine, 2012.","apa":"Lewis, P., Platzner, M., &#38; Yao, X. (2012). <i>An outlook for self-awareness in computing systems</i>. Awareness Magazine."},"department":[{"_id":"78"}],"type":"misc","date_created":"2019-09-30T09:24:09Z"},{"type":"book_chapter","department":[{"_id":"34"},{"_id":"7"},{"_id":"355"}],"date_created":"2019-06-07T09:20:45Z","publication":"Combining Experimentation and Theory","citation":{"bibtex":"@inbook{Hüllermeier_2012, series={Studies in Fuzziness and Soft Computing}, title={Fuzzy rules in data mining: From fuzzy associations to gradual dependencies}, volume={271}, booktitle={Combining Experimentation and Theory}, publisher={Springer}, author={Hüllermeier, Eyke}, editor={Trillas, E. and Bonissone, P.P. and Magdalena, L. and Kacprzyk, J.Editors}, year={2012}, pages={123–135}, collection={Studies in Fuzziness and Soft Computing} }","ama":"Hüllermeier E. Fuzzy rules in data mining: From fuzzy associations to gradual dependencies. In: Trillas E, Bonissone PP, Magdalena L, Kacprzyk J, eds. <i>Combining Experimentation and Theory</i>. Vol 271. Studies in Fuzziness and Soft Computing. Springer; 2012:123-135.","mla":"Hüllermeier, Eyke. “Fuzzy Rules in Data Mining: From Fuzzy Associations to Gradual Dependencies.” <i>Combining Experimentation and Theory</i>, edited by E. Trillas et al., vol. 271, Springer, 2012, pp. 123–35.","short":"E. Hüllermeier, in: E. Trillas, P.P. Bonissone, L. Magdalena, J. Kacprzyk (Eds.), Combining Experimentation and Theory, Springer, 2012, pp. 123–135.","chicago":"Hüllermeier, Eyke. “Fuzzy Rules in Data Mining: From Fuzzy Associations to Gradual Dependencies.” In <i>Combining Experimentation and Theory</i>, edited by E. Trillas, P.P. Bonissone, L. Magdalena, and J. Kacprzyk, 271:123–35. Studies in Fuzziness and Soft Computing. Springer, 2012.","ieee":"E. Hüllermeier, “Fuzzy rules in data mining: From fuzzy associations to gradual dependencies,” in <i>Combining Experimentation and Theory</i>, vol. 271, E. Trillas, P. P. Bonissone, L. Magdalena, and J. Kacprzyk, Eds. Springer, 2012, pp. 123–135.","apa":"Hüllermeier, E. (2012). Fuzzy rules in data mining: From fuzzy associations to gradual dependencies. In E. Trillas, P. P. Bonissone, L. Magdalena, &#38; J. Kacprzyk (Eds.), <i>Combining Experimentation and Theory</i> (Vol. 271, pp. 123–135). Springer."},"user_id":"49109","volume":271,"editor":[{"full_name":"Trillas, E.","last_name":"Trillas","first_name":"E."},{"full_name":"Bonissone, P.P.","first_name":"P.P.","last_name":"Bonissone"},{"first_name":"L.","last_name":"Magdalena","full_name":"Magdalena, L."},{"first_name":"J.","last_name":"Kacprzyk","full_name":"Kacprzyk, J."}],"page":"123-135","series_title":"Studies in Fuzziness and Soft Computing","_id":"10153","publisher":"Springer","language":[{"iso":"eng"}],"date_updated":"2022-01-06T06:50:31Z","intvolume":"       271","year":"2012","title":"Fuzzy rules in data mining: From fuzzy associations to gradual dependencies","status":"public","author":[{"id":"48129","last_name":"Hüllermeier","first_name":"Eyke","full_name":"Hüllermeier, Eyke"}]},{"citation":{"mla":"Vanderperren, Yves, et al. “Extending UML for Electronic Systems Design: A Code Generation Perspective.” <i>Design Technology for Heterogeneous Embedded Systems</i>, edited by Gabriela Nicolescu et al., 1st Edition. Auflage, Springer Verlag, 2012, pp. 13–39.","apa":"Vanderperren, Y., Müller, W., He, D., Mischkalla, F., &#38; Dahaene, W. (2012). Extending UML for Electronic Systems Design: A Code Generation Perspective. In G. Nicolescu, I. O’Connor, &#38; C. Piguet (Eds.), <i>Design Technology for Heterogeneous Embedded Systems</i> (1st Edition. Auflage, pp. 13–39). Springer Verlag.","ieee":"Y. Vanderperren, W. Müller, D. He, F. Mischkalla, and W. Dahaene, “Extending UML for Electronic Systems Design: A Code Generation Perspective,” in <i>Design Technology for Heterogeneous Embedded Systems</i>, 1st Edition. Auflage., G. Nicolescu, I. O’Connor, and C. Piguet, Eds. Springer Verlag, 2012, pp. 13–39.","chicago":"Vanderperren, Yves, Wolfgang Müller, Da He, Fabian Mischkalla, and Wim Dahaene. “Extending UML for Electronic Systems Design: A Code Generation Perspective.” In <i>Design Technology for Heterogeneous Embedded Systems</i>, edited by Gabriela Nicolescu, Ian O’Connor, and Christian Piguet, 1st Edition. Auflage., 13–39. Springer Verlag, 2012.","ama":"Vanderperren Y, Müller W, He D, Mischkalla F, Dahaene W. Extending UML for Electronic Systems Design: A Code Generation Perspective. In: Nicolescu G, O’Connor I, Piguet C, eds. <i>Design Technology for Heterogeneous Embedded Systems</i>. 1st Edition. Auflage. Springer Verlag; 2012:13-39.","short":"Y. Vanderperren, W. Müller, D. He, F. Mischkalla, W. Dahaene, in: G. Nicolescu, I. O’Connor, C. Piguet (Eds.), Design Technology for Heterogeneous Embedded Systems, 1st Edition. Auflage, Springer Verlag, 2012, pp. 13–39.","bibtex":"@inbook{Vanderperren_Müller_He_Mischkalla_Dahaene_2012, edition={1st Edition. Auflage}, title={Extending UML for Electronic Systems Design: A Code Generation Perspective}, booktitle={Design Technology for Heterogeneous Embedded Systems}, publisher={Springer Verlag}, author={Vanderperren, Yves and Müller, Wolfgang and He, Da and Mischkalla, Fabian and Dahaene, Wim}, editor={Nicolescu, Gabriela and O’Connor, Ian and Piguet, Christian}, year={2012}, pages={13–39} }"},"publication":"Design Technology for Heterogeneous Embedded Systems","abstract":[{"lang":"eng","text":"The Unified Modeling Language (UML) is now widely accepted by the software community. More recently, UML has attracted attention as a unification language for systems description combining both hardware and software components. First, it has been recognized that electronic systems design can no longer be seen as an isolated hardware design activity. In addition, recent advances in tools supporting high level hardware synthesis from electronic system level languages, which are predominantly based on C/C++, open new perspectives for automatic code generation from UML models and opportunities to enhance the link between a high level specification and a concrete hardware/software implementation. Finally, UML has become a general purpose language which can be customized for specific purposes, such as the modelization of electronic systems. This chapter presents recent advances of the UML language applied to System-on-Chip (SoC) and hardware-related embedded systems design. In particular, several examples of specific UML customizations (UML profiles) relevant for SoC design are summarized. Various approaches associating UML with existing hardware/software design languages are presented. The question of tool support and association with well-known simulation environments, such as MATLAB/Simulink, is addressed as well. A concrete example of a UML profile for hardware/software co-modeling and code generation for hardware/software co-simulation is presented in more details for illustration purposes."}],"date_created":"2021-10-21T12:14:17Z","department":[{"_id":"672"}],"type":"book_chapter","publication_identifier":{"isbn":["978-94-007-1125-9"]},"author":[{"last_name":"Vanderperren","first_name":"Yves","full_name":"Vanderperren, Yves"},{"full_name":"Müller, Wolfgang","first_name":"Wolfgang","last_name":"Müller","id":"16243"},{"first_name":"Da","last_name":"He","full_name":"He, Da"},{"full_name":"Mischkalla, Fabian","first_name":"Fabian","last_name":"Mischkalla"},{"first_name":"Wim","last_name":"Dahaene","full_name":"Dahaene, Wim"}],"status":"public","year":"2012","title":"Extending UML for Electronic Systems Design: A Code Generation Perspective","date_updated":"2022-10-18T09:53:40Z","_id":"26695","language":[{"iso":"eng"}],"edition":"1st Edition. Auflage","publisher":"Springer Verlag","page":"13-39","editor":[{"last_name":"Nicolescu","first_name":"Gabriela","full_name":"Nicolescu, Gabriela"},{"first_name":"Ian","last_name":"O'Connor","full_name":"O'Connor, Ian"},{"last_name":"Piguet","first_name":"Christian","full_name":"Piguet, Christian"}],"user_id":"5786"},{"language":[{"iso":"eng"}],"series_title":"GECCO ’12","doi":"10.1145/2330163.2330230","publication_identifier":{"isbn":["9781450311779"]},"author":[{"last_name":"Brockhoff","first_name":"Dimo","full_name":"Brockhoff, Dimo"},{"last_name":"Wagner","first_name":"Tobias","full_name":"Wagner, Tobias"},{"last_name":"Trautmann","orcid":"0000-0002-9788-8282","first_name":"Heike","full_name":"Trautmann, Heike","id":"100740"}],"year":"2012","title":"On the Properties of the R2 Indicator","date_updated":"2023-10-16T13:47:23Z","date_created":"2023-08-04T15:52:42Z","department":[{"_id":"34"},{"_id":"819"}],"type":"conference","keyword":["hypervolume indicator","multiobjective optimization","performance assessment","r2 indicator"],"publication":"Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation","abstract":[{"lang":"eng","text":"In multiobjective optimization, set-based performance indicators are commonly used to assess the quality of a Pareto front approximation. Based on the scalarization obtained by these indicators, a performance comparison of multiobjective optimization algorithms becomes possible. The R2 and the Hypervolume (HV) indicator represent two recommended approaches which have shown a correlated behavior in recent empirical studies. Whereas the HV indicator has been comprehensively analyzed in the last years, almost no studies on the R2 indicator exist. In this paper, we thus perform a comprehensive investigation of the properties of the R2 indicator in a theoretical and empirical way. The influence of the number and distribution of the weight vectors on the optimal distribution of μ solutions is analyzed. Based on a comparative analysis, specific characteristics and differences of the R2 and HV indicator are presented."}],"_id":"46397","publisher":"Association for Computing Machinery","page":"465–472","user_id":"15504","status":"public","place":"New York, NY, USA","citation":{"mla":"Brockhoff, Dimo, et al. “On the Properties of the R2 Indicator.” <i>Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation</i>, Association for Computing Machinery, 2012, pp. 465–472, doi:<a href=\"https://doi.org/10.1145/2330163.2330230\">10.1145/2330163.2330230</a>.","ama":"Brockhoff D, Wagner T, Trautmann H. On the Properties of the R2 Indicator. In: <i>Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation</i>. GECCO ’12. Association for Computing Machinery; 2012:465–472. doi:<a href=\"https://doi.org/10.1145/2330163.2330230\">10.1145/2330163.2330230</a>","bibtex":"@inproceedings{Brockhoff_Wagner_Trautmann_2012, place={New York, NY, USA}, series={GECCO ’12}, title={On the Properties of the R2 Indicator}, DOI={<a href=\"https://doi.org/10.1145/2330163.2330230\">10.1145/2330163.2330230</a>}, booktitle={Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation}, publisher={Association for Computing Machinery}, author={Brockhoff, Dimo and Wagner, Tobias and Trautmann, Heike}, year={2012}, pages={465–472}, collection={GECCO ’12} }","apa":"Brockhoff, D., Wagner, T., &#38; Trautmann, H. (2012). On the Properties of the R2 Indicator. <i>Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation</i>, 465–472. <a href=\"https://doi.org/10.1145/2330163.2330230\">https://doi.org/10.1145/2330163.2330230</a>","ieee":"D. Brockhoff, T. Wagner, and H. Trautmann, “On the Properties of the R2 Indicator,” in <i>Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation</i>, 2012, pp. 465–472, doi: <a href=\"https://doi.org/10.1145/2330163.2330230\">10.1145/2330163.2330230</a>.","short":"D. Brockhoff, T. Wagner, H. Trautmann, in: Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation, Association for Computing Machinery, New York, NY, USA, 2012, pp. 465–472.","chicago":"Brockhoff, Dimo, Tobias Wagner, and Heike Trautmann. “On the Properties of the R2 Indicator.” In <i>Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation</i>, 465–472. GECCO ’12. New York, NY, USA: Association for Computing Machinery, 2012. <a href=\"https://doi.org/10.1145/2330163.2330230\">https://doi.org/10.1145/2330163.2330230</a>."}},{"place":"New York, NY, USA","citation":{"short":"B. Bischl, O. Mersmann, H. Trautmann, M. Preuß, in: Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation, Association for Computing Machinery, New York, NY, USA, 2012, pp. 313–320.","chicago":"Bischl, Bernd, Olaf Mersmann, Heike Trautmann, and Mike Preuß. “Algorithm Selection Based on Exploratory Landscape Analysis and Cost-Sensitive Learning.” In <i>Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation</i>, 313–320. GECCO ’12. New York, NY, USA: Association for Computing Machinery, 2012. <a href=\"https://doi.org/10.1145/2330163.2330209\">https://doi.org/10.1145/2330163.2330209</a>.","ieee":"B. Bischl, O. Mersmann, H. Trautmann, and M. Preuß, “Algorithm Selection Based on Exploratory Landscape Analysis and Cost-Sensitive Learning,” in <i>Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation</i>, 2012, pp. 313–320, doi: <a href=\"https://doi.org/10.1145/2330163.2330209\">10.1145/2330163.2330209</a>.","apa":"Bischl, B., Mersmann, O., Trautmann, H., &#38; Preuß, M. (2012). Algorithm Selection Based on Exploratory Landscape Analysis and Cost-Sensitive Learning. <i>Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation</i>, 313–320. <a href=\"https://doi.org/10.1145/2330163.2330209\">https://doi.org/10.1145/2330163.2330209</a>","bibtex":"@inproceedings{Bischl_Mersmann_Trautmann_Preuß_2012, place={New York, NY, USA}, series={GECCO ’12}, title={Algorithm Selection Based on Exploratory Landscape Analysis and Cost-Sensitive Learning}, DOI={<a href=\"https://doi.org/10.1145/2330163.2330209\">10.1145/2330163.2330209</a>}, booktitle={Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation}, publisher={Association for Computing Machinery}, author={Bischl, Bernd and Mersmann, Olaf and Trautmann, Heike and Preuß, Mike}, year={2012}, pages={313–320}, collection={GECCO ’12} }","ama":"Bischl B, Mersmann O, Trautmann H, Preuß M. Algorithm Selection Based on Exploratory Landscape Analysis and Cost-Sensitive Learning. In: <i>Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation</i>. GECCO ’12. Association for Computing Machinery; 2012:313–320. doi:<a href=\"https://doi.org/10.1145/2330163.2330209\">10.1145/2330163.2330209</a>","mla":"Bischl, Bernd, et al. “Algorithm Selection Based on Exploratory Landscape Analysis and Cost-Sensitive Learning.” <i>Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation</i>, Association for Computing Machinery, 2012, pp. 313–320, doi:<a href=\"https://doi.org/10.1145/2330163.2330209\">10.1145/2330163.2330209</a>."},"_id":"46396","publisher":"Association for Computing Machinery","page":"313–320","user_id":"15504","status":"public","date_created":"2023-08-04T15:51:56Z","department":[{"_id":"34"},{"_id":"819"}],"keyword":["machine learning","exploratory landscape analysis","fitness landscape","benchmarking","evolutionary optimization","bbob test set","algorithm selection"],"type":"conference","publication":"Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation","abstract":[{"lang":"eng","text":"The steady supply of new optimization methods makes the algorithm selection problem (ASP) an increasingly pressing and challenging task, specially for real-world black-box optimization problems. The introduced approach considers the ASP as a cost-sensitive classification task which is based on Exploratory Landscape Analysis. Low-level features gathered by systematic sampling of the function on the feasible set are used to predict a well-performing algorithm out of a given portfolio. Example-specific label costs are defined by the expected runtime of each candidate algorithm. We use one-sided support vector regression to solve this learning problem. The approach is illustrated by means of the optimization problems and algorithms of the BBOB’09/10 workshop."}],"language":[{"iso":"eng"}],"series_title":"GECCO ’12","doi":"10.1145/2330163.2330209","publication_identifier":{"isbn":["9781450311779"]},"author":[{"full_name":"Bischl, Bernd","last_name":"Bischl","first_name":"Bernd"},{"full_name":"Mersmann, Olaf","last_name":"Mersmann","first_name":"Olaf"},{"full_name":"Trautmann, Heike","first_name":"Heike","last_name":"Trautmann","orcid":"0000-0002-9788-8282","id":"100740"},{"full_name":"Preuß, Mike","last_name":"Preuß","first_name":"Mike"}],"title":"Algorithm Selection Based on Exploratory Landscape Analysis and Cost-Sensitive Learning","year":"2012","date_updated":"2023-10-16T13:48:48Z"},{"department":[{"_id":"34"},{"_id":"819"}],"type":"journal_article","date_created":"2023-08-04T15:54:41Z","abstract":[{"lang":"eng","text":"Meta-modeling has become a crucial tool in solving expensive optimization problems. Much of the work in the past has focused on finding a good regression method to model the fitness function. Examples include classical linear regression, splines, neural networks, Kriging and support vector regression. This paper specifically draws attention to the fact that assessing model accuracy is a crucial aspect in the meta-modeling framework. Resampling strategies such as cross-validation, subsampling, bootstrapping, and nested resampling are prominent methods for model validation and are systematically discussed with respect to possible pitfalls, shortcomings, and specific features. A survey of meta-modeling techniques within evolutionary optimization is provided. In addition, practical examples illustrating some of the pitfalls associated with model selection and performance assessment are presented. Finally, recommendations are given for choosing a model validation technique for a particular setting."}],"citation":{"bibtex":"@article{Bischl_Mersmann_Trautmann_Weihs_2012, title={Resampling Methods in Model Validation}, volume={20}, DOI={<a href=\"https://doi.org/10.1162/EVCO_a_00069\">10.1162/EVCO_a_00069</a>}, number={2}, journal={Evolutionary Computation Journal}, author={Bischl, B and Mersmann, O and Trautmann, Heike and Weihs, C}, year={2012}, pages={249–275} }","ama":"Bischl B, Mersmann O, Trautmann H, Weihs C. Resampling Methods in Model Validation. <i>Evolutionary Computation Journal</i>. 2012;20(2):249–275. doi:<a href=\"https://doi.org/10.1162/EVCO_a_00069\">10.1162/EVCO_a_00069</a>","mla":"Bischl, B., et al. “Resampling Methods in Model Validation.” <i>Evolutionary Computation Journal</i>, vol. 20, no. 2, 2012, pp. 249–275, doi:<a href=\"https://doi.org/10.1162/EVCO_a_00069\">10.1162/EVCO_a_00069</a>.","chicago":"Bischl, B, O Mersmann, Heike Trautmann, and C Weihs. “Resampling Methods in Model Validation.” <i>Evolutionary Computation Journal</i> 20, no. 2 (2012): 249–275. <a href=\"https://doi.org/10.1162/EVCO_a_00069\">https://doi.org/10.1162/EVCO_a_00069</a>.","short":"B. Bischl, O. Mersmann, H. Trautmann, C. Weihs, Evolutionary Computation Journal 20 (2012) 249–275.","ieee":"B. Bischl, O. Mersmann, H. Trautmann, and C. Weihs, “Resampling Methods in Model Validation,” <i>Evolutionary Computation Journal</i>, vol. 20, no. 2, pp. 249–275, 2012, doi: <a href=\"https://doi.org/10.1162/EVCO_a_00069\">10.1162/EVCO_a_00069</a>.","apa":"Bischl, B., Mersmann, O., Trautmann, H., &#38; Weihs, C. (2012). Resampling Methods in Model Validation. <i>Evolutionary Computation Journal</i>, <i>20</i>(2), 249–275. <a href=\"https://doi.org/10.1162/EVCO_a_00069\">https://doi.org/10.1162/EVCO_a_00069</a>"},"issue":"2","publication":"Evolutionary Computation Journal","volume":20,"user_id":"15504","doi":"10.1162/EVCO_a_00069","_id":"46399","language":[{"iso":"eng"}],"page":"249–275","intvolume":"        20","date_updated":"2023-10-16T13:53:58Z","author":[{"full_name":"Bischl, B","first_name":"B","last_name":"Bischl"},{"full_name":"Mersmann, O","first_name":"O","last_name":"Mersmann"},{"orcid":"0000-0002-9788-8282","first_name":"Heike","last_name":"Trautmann","full_name":"Trautmann, Heike","id":"100740"},{"full_name":"Weihs, C","first_name":"C","last_name":"Weihs"}],"title":"Resampling Methods in Model Validation","year":"2012","status":"public"},{"user_id":"15504","doi":"10.1524/auto.2012.1033","volume":60,"page":"610–621","language":[{"iso":"eng"}],"_id":"46400","date_updated":"2023-10-16T13:54:17Z","intvolume":"        60","title":"Homogene Approximation der Paretofront bei mehrkriteriellen Kontrollproblemen","year":"2012","status":"public","author":[{"last_name":"Rudolph","first_name":"G","full_name":"Rudolph, G"},{"id":"100740","full_name":"Trautmann, Heike","first_name":"Heike","last_name":"Trautmann","orcid":"0000-0002-9788-8282"},{"last_name":"Schütze","first_name":"O","full_name":"Schütze, O"}],"type":"journal_article","department":[{"_id":"34"},{"_id":"819"}],"date_created":"2023-08-04T15:55:34Z","abstract":[{"text":"Es   werden   mehrkriterielle   evolutio-näre   Algorithmen   (EMOA)   für   zwei-   und   höherdimensio-nale   Probleme   vorgestellt,   die   gleichmäßig   verteilte   Lö-sungen   entlang   der   wahren   Paretofront   generieren.   Diesist   insbesondere   wichtig   im   Kontext   mehrkriterieller   Kon-trollprobleme.   Die   Methodik   beruht   auf   der   Minimierungdes   gemittelten   Hausdorff-Abstandes in   Bezug   aufdie  Paretofront.  Die  EMOA-Varianten  werden  vergleichendzu  aktuellen   Verfahren  auf  Benchmarkproblemen   getestet.","lang":"ger"}],"publication":"at-Automatisierungstechnik","citation":{"short":"G. Rudolph, H. Trautmann, O. Schütze, At-Automatisierungstechnik 60 (2012) 610–621.","chicago":"Rudolph, G, Heike Trautmann, and O Schütze. “Homogene Approximation Der Paretofront Bei Mehrkriteriellen Kontrollproblemen.” <i>At-Automatisierungstechnik</i> 60 (2012): 610–621. <a href=\"https://doi.org/10.1524/auto.2012.1033\">https://doi.org/10.1524/auto.2012.1033</a>.","apa":"Rudolph, G., Trautmann, H., &#38; Schütze, O. (2012). Homogene Approximation der Paretofront bei mehrkriteriellen Kontrollproblemen. <i>At-Automatisierungstechnik</i>, <i>60</i>, 610–621. <a href=\"https://doi.org/10.1524/auto.2012.1033\">https://doi.org/10.1524/auto.2012.1033</a>","ieee":"G. Rudolph, H. Trautmann, and O. Schütze, “Homogene Approximation der Paretofront bei mehrkriteriellen Kontrollproblemen,” <i>at-Automatisierungstechnik</i>, vol. 60, pp. 610–621, 2012, doi: <a href=\"https://doi.org/10.1524/auto.2012.1033\">10.1524/auto.2012.1033</a>.","ama":"Rudolph G, Trautmann H, Schütze O. Homogene Approximation der Paretofront bei mehrkriteriellen Kontrollproblemen. <i>at-Automatisierungstechnik</i>. 2012;60:610–621. doi:<a href=\"https://doi.org/10.1524/auto.2012.1033\">10.1524/auto.2012.1033</a>","bibtex":"@article{Rudolph_Trautmann_Schütze_2012, title={Homogene Approximation der Paretofront bei mehrkriteriellen Kontrollproblemen}, volume={60}, DOI={<a href=\"https://doi.org/10.1524/auto.2012.1033\">10.1524/auto.2012.1033</a>}, journal={at-Automatisierungstechnik}, author={Rudolph, G and Trautmann, Heike and Schütze, O}, year={2012}, pages={610–621} }","mla":"Rudolph, G., et al. “Homogene Approximation Der Paretofront Bei Mehrkriteriellen Kontrollproblemen.” <i>At-Automatisierungstechnik</i>, vol. 60, 2012, pp. 610–621, doi:<a href=\"https://doi.org/10.1524/auto.2012.1033\">10.1524/auto.2012.1033</a>."}},{"publication":"Revised Selected Papers of the 6th International Conference on Learning and Intelligent Optimization - Volume 7219","extern":"1","abstract":[{"text":"With this paper we contribute to the understanding of the success of 2-opt based local search algorithms for solving the traveling salesman problem TSP. Although 2-opt is widely used in practice, it is hard to understand its success from a theoretical perspective. We take a statistical approach and examine the features of TSP instances that make the problem either hard or easy to solve. As a measure of problem difficulty for 2-opt we use the approximation ratio that it achieves on a given instance. Our investigations point out important features that make TSP instances hard or easy to be approximated by 2-opt.","lang":"eng"}],"date_created":"2023-11-14T15:58:59Z","keyword":["2-opt","Classification","Feature Selection","MARS","TSP"],"type":"conference","department":[{"_id":"819"}],"title":"Local Search and the Traveling Salesman Problem: A Feature-Based Characterization of Problem Hardness","year":"2012","publication_identifier":{"isbn":["978-3-642-34412-1"]},"author":[{"full_name":"Mersmann, Olaf","last_name":"Mersmann","first_name":"Olaf"},{"last_name":"Bischl","first_name":"Bernd","full_name":"Bischl, Bernd"},{"full_name":"Bossek, Jakob","last_name":"Bossek","orcid":"0000-0002-4121-4668","first_name":"Jakob","id":"102979"},{"full_name":"Trautmann, Heike","first_name":"Heike","last_name":"Trautmann"},{"full_name":"Wagner, Markus","last_name":"Wagner","first_name":"Markus"},{"first_name":"Frank","last_name":"Neumann","full_name":"Neumann, Frank"}],"date_updated":"2023-12-13T10:48:58Z","series_title":"LION 6","language":[{"iso":"eng"}],"citation":{"ieee":"O. Mersmann, B. Bischl, J. Bossek, H. Trautmann, M. Wagner, and F. Neumann, “Local Search and the Traveling Salesman Problem: A Feature-Based Characterization of Problem Hardness,” in <i>Revised Selected Papers of the 6th International Conference on Learning and Intelligent Optimization - Volume 7219</i>, 2012, pp. 115–129.","mla":"Mersmann, Olaf, et al. “Local Search and the Traveling Salesman Problem: A Feature-Based Characterization of Problem Hardness.” <i>Revised Selected Papers of the 6th International Conference on Learning and Intelligent Optimization - Volume 7219</i>, Springer-Verlag, 2012, pp. 115–129.","apa":"Mersmann, O., Bischl, B., Bossek, J., Trautmann, H., Wagner, M., &#38; Neumann, F. (2012). Local Search and the Traveling Salesman Problem: A Feature-Based Characterization of Problem Hardness. <i>Revised Selected Papers of the 6th International Conference on Learning and Intelligent Optimization - Volume 7219</i>, 115–129.","bibtex":"@inproceedings{Mersmann_Bischl_Bossek_Trautmann_Wagner_Neumann_2012, place={Berlin, Heidelberg}, series={LION 6}, title={Local Search and the Traveling Salesman Problem: A Feature-Based Characterization of Problem Hardness}, booktitle={Revised Selected Papers of the 6th International Conference on Learning and Intelligent Optimization - Volume 7219}, publisher={Springer-Verlag}, author={Mersmann, Olaf and Bischl, Bernd and Bossek, Jakob and Trautmann, Heike and Wagner, Markus and Neumann, Frank}, year={2012}, pages={115–129}, collection={LION 6} }","chicago":"Mersmann, Olaf, Bernd Bischl, Jakob Bossek, Heike Trautmann, Markus Wagner, and Frank Neumann. “Local Search and the Traveling Salesman Problem: A Feature-Based Characterization of Problem Hardness.” In <i>Revised Selected Papers of the 6th International Conference on Learning and Intelligent Optimization - Volume 7219</i>, 115–129. LION 6. Berlin, Heidelberg: Springer-Verlag, 2012.","short":"O. Mersmann, B. Bischl, J. Bossek, H. Trautmann, M. Wagner, F. Neumann, in: Revised Selected Papers of the 6th International Conference on Learning and Intelligent Optimization - Volume 7219, Springer-Verlag, Berlin, Heidelberg, 2012, pp. 115–129.","ama":"Mersmann O, Bischl B, Bossek J, Trautmann H, Wagner M, Neumann F. Local Search and the Traveling Salesman Problem: A Feature-Based Characterization of Problem Hardness. In: <i>Revised Selected Papers of the 6th International Conference on Learning and Intelligent Optimization - Volume 7219</i>. LION 6. Springer-Verlag; 2012:115–129."},"place":"Berlin, Heidelberg","status":"public","page":"115–129","_id":"48890","publisher":"Springer-Verlag","user_id":"102979"}]