[{"_id":"48221","publisher":"IndonesiaTera","language":[{"iso":"eng"}],"user_id":"93839","author":[{"first_name":"Sebastian","last_name":"Kilsbach","full_name":"Kilsbach, Sebastian","id":"93839"},{"full_name":"Pujiastuti, Suci","first_name":"Suci","last_name":"Pujiastuti"}],"status":"public","title":"Cepat Bicara Bahasa Jerman Sehari-hari","year":"2012","date_updated":"2023-10-18T09:08:09Z","date_created":"2023-10-17T13:15:28Z","place":"Jakarta","type":"book","citation":{"mla":"Kilsbach, Sebastian, and Suci Pujiastuti. <i>Cepat Bicara Bahasa Jerman Sehari-Hari</i>. IndonesiaTera, 2012.","ama":"Kilsbach S, Pujiastuti S. <i>Cepat Bicara Bahasa Jerman Sehari-Hari</i>. IndonesiaTera; 2012.","bibtex":"@book{Kilsbach_Pujiastuti_2012, place={Jakarta}, title={Cepat Bicara Bahasa Jerman Sehari-hari}, publisher={IndonesiaTera}, author={Kilsbach, Sebastian and Pujiastuti, Suci}, year={2012} }","apa":"Kilsbach, S., &#38; Pujiastuti, S. (2012). <i>Cepat Bicara Bahasa Jerman Sehari-hari</i>. IndonesiaTera.","ieee":"S. Kilsbach and S. Pujiastuti, <i>Cepat Bicara Bahasa Jerman Sehari-hari</i>. Jakarta: IndonesiaTera, 2012.","chicago":"Kilsbach, Sebastian, and Suci Pujiastuti. <i>Cepat Bicara Bahasa Jerman Sehari-Hari</i>. Jakarta: IndonesiaTera, 2012.","short":"S. Kilsbach, S. Pujiastuti, Cepat Bicara Bahasa Jerman Sehari-Hari, IndonesiaTera, Jakarta, 2012."},"abstract":[{"lang":"eng","text":"Lehrwerk Deutsch-Indonesisch"}]},{"citation":{"bibtex":"@inproceedings{Jacob_Schmalenstroeer_Haeb-Umbach_2012, title={Microphone Array Position Self-Calibration from Reverberant Speech Input}, booktitle={International Workshop on Acoustic Signal Enhancement (IWAENC 2012)}, author={Jacob, Florian and Schmalenstroeer, Joerg and Haeb-Umbach, Reinhold}, year={2012} }","ama":"Jacob F, Schmalenstroeer J, Haeb-Umbach R. Microphone Array Position Self-Calibration from Reverberant Speech Input. In: <i>International Workshop on Acoustic Signal Enhancement (IWAENC 2012)</i>. ; 2012.","mla":"Jacob, Florian, et al. “Microphone Array Position Self-Calibration from Reverberant Speech Input.” <i>International Workshop on Acoustic Signal Enhancement (IWAENC 2012)</i>, 2012.","short":"F. Jacob, J. Schmalenstroeer, R. Haeb-Umbach, in: International Workshop on Acoustic Signal Enhancement (IWAENC 2012), 2012.","chicago":"Jacob, Florian, Joerg Schmalenstroeer, and Reinhold Haeb-Umbach. “Microphone Array Position Self-Calibration from Reverberant Speech Input.” In <i>International Workshop on Acoustic Signal Enhancement (IWAENC 2012)</i>, 2012.","ieee":"F. Jacob, J. Schmalenstroeer, and R. Haeb-Umbach, “Microphone Array Position Self-Calibration from Reverberant Speech Input,” 2012.","apa":"Jacob, F., Schmalenstroeer, J., &#38; Haeb-Umbach, R. (2012). Microphone Array Position Self-Calibration from Reverberant Speech Input. <i>International Workshop on Acoustic Signal Enhancement (IWAENC 2012)</i>."},"publication":"International Workshop on Acoustic Signal Enhancement (IWAENC 2012)","quality_controlled":"1","abstract":[{"lang":"eng","text":"In this paper we propose an approach to retrieve the geometry of an acoustic sensor network consisting of spatially distributed microphone arrays from unconstrained speech input. The calibration relies on Direction of Arrival (DoA) measurements which do not require a clock synchronization among the sensor nodes. The calibration problem is formulated as a cost function optimization task, which minimizes the squared differences between measured and predicted observations and additionally avoids the existence of minima that correspond to mirrored versions of the actual sensor orientations. Further, outlier measurements caused by reverberation are mitigated by a Random Sample Consensus (RANSAC) approach. The experimental results show a mean positioning error of at most 25 cm even in highly reverberant environments."}],"related_material":{"link":[{"description":"Video","relation":"supplementary_material","url":"https://groups.uni-paderborn.de/nt/pubs/2012/Microphine_Array_Position_Self-Calibration_from_Reverberant_Speech_Input.mp4"},{"relation":"supplementary_material","url":"https://groups.uni-paderborn.de/nt/pubs/2012/JaScHa12_Poster.pdf","description":"Poster"},{"description":"Demonstrator","url":"https://groups.uni-paderborn.de/nt/pubs/2012/JaScHa12_Demonstrator.pdf","relation":"supplementary_material"}]},"date_created":"2019-07-12T05:29:08Z","oa":"1","department":[{"_id":"54"}],"keyword":["Unsupervised","geometry calibration","microphone arrays","position self-calibration"],"type":"conference","author":[{"first_name":"Florian","last_name":"Jacob","full_name":"Jacob, Florian"},{"id":"460","first_name":"Joerg","last_name":"Schmalenstroeer","full_name":"Schmalenstroeer, Joerg"},{"full_name":"Haeb-Umbach, Reinhold","first_name":"Reinhold","last_name":"Haeb-Umbach","id":"242"}],"year":"2012","status":"public","title":"Microphone Array Position Self-Calibration from Reverberant Speech Input","date_updated":"2023-10-26T08:10:52Z","language":[{"iso":"eng"}],"_id":"11833","main_file_link":[{"open_access":"1","url":"https://groups.uni-paderborn.de/nt/pubs/2012/JaScHa12.pdf"}],"user_id":"460"},{"citation":{"short":"O. Walter, J. Schmalenstroeer, A. Engler, R. Haeb-Umbach, in: 9th Workshop on Positioning Navigation and Communication (WPNC 2012), 2012.","chicago":"Walter, Oliver, Joerg Schmalenstroeer, Andreas Engler, and Reinhold Haeb-Umbach. “Smartphone-Based Sensor Fusion for Improved Vehicular Navigation.” In <i>9th Workshop on Positioning Navigation and Communication (WPNC 2012)</i>, 2012.","apa":"Walter, O., Schmalenstroeer, J., Engler, A., &#38; Haeb-Umbach, R. (2012). Smartphone-Based Sensor Fusion for Improved Vehicular Navigation. <i>9th Workshop on Positioning Navigation and Communication (WPNC 2012)</i>.","ieee":"O. Walter, J. Schmalenstroeer, A. Engler, and R. Haeb-Umbach, “Smartphone-Based Sensor Fusion for Improved Vehicular Navigation,” 2012.","ama":"Walter O, Schmalenstroeer J, Engler A, Haeb-Umbach R. Smartphone-Based Sensor Fusion for Improved Vehicular Navigation. In: <i>9th Workshop on Positioning Navigation and Communication (WPNC 2012)</i>. ; 2012.","bibtex":"@inproceedings{Walter_Schmalenstroeer_Engler_Haeb-Umbach_2012, title={Smartphone-Based Sensor Fusion for Improved Vehicular Navigation}, booktitle={9th Workshop on Positioning Navigation and Communication (WPNC 2012)}, author={Walter, Oliver and Schmalenstroeer, Joerg and Engler, Andreas and Haeb-Umbach, Reinhold}, year={2012} }","mla":"Walter, Oliver, et al. “Smartphone-Based Sensor Fusion for Improved Vehicular Navigation.” <i>9th Workshop on Positioning Navigation and Communication (WPNC 2012)</i>, 2012."},"publication":"9th Workshop on Positioning Navigation and Communication (WPNC 2012)","quality_controlled":"1","abstract":[{"text":"In this paper we present a system for car navigation by fusing sensor data on an Android smartphone. The key idea is to use both the internal sensors of the smartphone (e.g., gyroscope) and sensor data from the car (e.g., speed information) to support navigation via GPS. To this end we employ a CAN-Bus-to-Bluetooth adapter to establish a wireless connection between the smartphone and the CAN-Bus of the car. On the smartphone a strapdown algorithm and an error-state Kalman filter are used to fuse the different sensor data streams. The experimental results show that the system is able to maintain higher positioning accuracy during GPS dropouts, thus improving the availability and reliability, compared to GPS-only solutions.","lang":"eng"}],"date_created":"2019-07-12T05:30:54Z","department":[{"_id":"54"}],"oa":"1","keyword":["Smartphone","navigation","sensor fusion"],"type":"conference","author":[{"first_name":"Oliver","last_name":"Walter","full_name":"Walter, Oliver"},{"first_name":"Joerg","last_name":"Schmalenstroeer","full_name":"Schmalenstroeer, Joerg","id":"460"},{"first_name":"Andreas","last_name":"Engler","full_name":"Engler, Andreas"},{"full_name":"Haeb-Umbach, Reinhold","first_name":"Reinhold","last_name":"Haeb-Umbach","id":"242"}],"title":"Smartphone-Based Sensor Fusion for Improved Vehicular Navigation","status":"public","year":"2012","date_updated":"2023-10-26T08:13:27Z","language":[{"iso":"eng"}],"_id":"11925","main_file_link":[{"open_access":"1","url":"https://groups.uni-paderborn.de/nt/pubs/2012/WaScEnHa12.pdf"}],"user_id":"460"},{"page":"943-948","language":[{"iso":"eng"}],"_id":"24069","series_title":"Frontiers in artificial intelligence and applications","publisher":"{IOS Press}","user_id":"405","doi":"10.3233/978-1-61499-098-7-943","editor":[{"last_name":"Raedt","first_name":"Luc De","full_name":"Raedt, Luc De"},{"first_name":"Christian","last_name":"Bessi{\\`e}re","full_name":"Bessi{\\`e}re, Christian"},{"full_name":"Dubois, Didier","first_name":"Didier","last_name":"Dubois"},{"full_name":"Doherty, Patrick","first_name":"Patrick","last_name":"Doherty"},{"last_name":"Frasconi","first_name":"Paolo","full_name":"Frasconi, Paolo"},{"first_name":"Fredrik","last_name":"Heintz","full_name":"Heintz, Fredrik"},{"first_name":"Peter J. 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Lucas (Eds.), <i>ECAI 2012 - 20th European Conference on Artificial Intelligence. Including Prestigious Applications of Artificial Intelligence (PAIS-2012) System Demonstrations Track, Montpellier, France, August 27-31 , 2012</i> (pp. 943–948). {IOS Press}. <a href=\"https://doi.org/10.3233/978-1-61499-098-7-943\">https://doi.org/10.3233/978-1-61499-098-7-943</a>","chicago":"Artikis, Alexander, Robin Marterer, Jens Pottebaum, and Georgios Paliouras. “Event Processing for Intelligent Resource Management Including Prestigious Applications of Artificial Intelligence.” In <i>ECAI 2012 - 20th European Conference on Artificial Intelligence. Including Prestigious Applications of Artificial Intelligence (PAIS-2012) System Demonstrations Track, Montpellier, France, August 27-31 , 2012</i>, edited by Luc De Raedt, Christian Bessi{\\`e}re, Didier Dubois, Patrick Doherty, Paolo Frasconi, Fredrik Heintz, and Peter J. F. Lucas, 943–48. Frontiers in Artificial Intelligence and Applications. {IOS Press}, 2012. <a href=\"https://doi.org/10.3233/978-1-61499-098-7-943\">https://doi.org/10.3233/978-1-61499-098-7-943</a>.","short":"A. Artikis, R. Marterer, J. Pottebaum, G. Paliouras, in: L.D. Raedt, C. Bessi{\\`e}re, D. Dubois, P. Doherty, P. Frasconi, F. Heintz, P.J.F. Lucas (Eds.), ECAI 2012 - 20th European Conference on Artificial Intelligence. Including Prestigious Applications of Artificial Intelligence (PAIS-2012) System Demonstrations Track, Montpellier, France, August 27-31 , 2012, {IOS Press}, 2012, pp. 943–948.","mla":"Artikis, Alexander, et al. “Event Processing for Intelligent Resource Management Including Prestigious Applications of Artificial Intelligence.” <i>ECAI 2012 - 20th European Conference on Artificial Intelligence. Including Prestigious Applications of Artificial Intelligence (PAIS-2012) System Demonstrations Track, Montpellier, France, August 27-31 , 2012</i>, edited by Luc De Raedt et al., {IOS Press}, 2012, pp. 943–48, doi:<a href=\"https://doi.org/10.3233/978-1-61499-098-7-943\">10.3233/978-1-61499-098-7-943</a>.","bibtex":"@inproceedings{Artikis_Marterer_Pottebaum_Paliouras_2012, series={Frontiers in artificial intelligence and applications}, title={Event Processing for Intelligent Resource Management Including Prestigious Applications of Artificial Intelligence}, DOI={<a href=\"https://doi.org/10.3233/978-1-61499-098-7-943\">10.3233/978-1-61499-098-7-943</a>}, booktitle={ECAI 2012 - 20th European Conference on Artificial Intelligence. Including Prestigious Applications of Artificial Intelligence (PAIS-2012) System Demonstrations Track, Montpellier, France, August 27-31 , 2012}, publisher={{IOS Press}}, author={Artikis, Alexander and Marterer, Robin and Pottebaum, Jens and Paliouras, Georgios}, editor={Raedt, Luc De and Bessi{\\`e}re, Christian and Dubois, Didier and Doherty, Patrick and Frasconi, Paolo and Heintz, Fredrik and Lucas, Peter J. F.}, year={2012}, pages={943–948}, collection={Frontiers in artificial intelligence and applications} }","ama":"Artikis A, Marterer R, Pottebaum J, Paliouras G. Event Processing for Intelligent Resource Management Including Prestigious Applications of Artificial Intelligence. In: Raedt LD, Bessi{\\`e}re C, Dubois D, et al., eds. <i>ECAI 2012 - 20th European Conference on Artificial Intelligence. Including Prestigious Applications of Artificial Intelligence (PAIS-2012) System Demonstrations Track, Montpellier, France, August 27-31 , 2012</i>. Frontiers in artificial intelligence and applications. {IOS Press}; 2012:943-948. doi:<a href=\"https://doi.org/10.3233/978-1-61499-098-7-943\">10.3233/978-1-61499-098-7-943</a>"},"quality_controlled":"1"},{"date_updated":"2023-11-16T09:06:57Z","year":"2012","title":"User-Oriented Evaluation of Event-Based Decision Spport Systems","status":"public","publication_identifier":{"isbn":["978-1-4799-0227-9"]},"author":[{"orcid":"http://orcid.org/0000-0001-8778-2989","last_name":"Pottebaum","first_name":"Jens","full_name":"Pottebaum, Jens","id":"405"},{"first_name":"Alexander","last_name":"Artikis","full_name":"Artikis, Alexander"},{"full_name":"Marterer, Robin","last_name":"Marterer","first_name":"Robin"},{"first_name":"George","last_name":"Paliouras","full_name":"Paliouras, George"}],"user_id":"405","doi":"10.1109/ICTAI.2012.30","page":"162-169","_id":"24038","language":[{"iso":"eng"}],"publisher":"{IEEE Computer Society}","quality_controlled":"1","publication":"IEEE 24th International Conference on Tools with Artificial Intelligence","citation":{"mla":"Pottebaum, Jens, et al. “User-Oriented Evaluation of Event-Based Decision Spport Systems.” <i>IEEE 24th International Conference on Tools with Artificial Intelligence</i>, {IEEE Computer Society}, 2012, pp. 162–69, doi:<a href=\"https://doi.org/10.1109/ICTAI.2012.30\">10.1109/ICTAI.2012.30</a>.","ama":"Pottebaum J, Artikis A, Marterer R, Paliouras G. User-Oriented Evaluation of Event-Based Decision Spport Systems. In: <i>IEEE 24th International Conference on Tools with Artificial Intelligence</i>. {IEEE Computer Society}; 2012:162-169. doi:<a href=\"https://doi.org/10.1109/ICTAI.2012.30\">10.1109/ICTAI.2012.30</a>","bibtex":"@inproceedings{Pottebaum_Artikis_Marterer_Paliouras_2012, title={User-Oriented Evaluation of Event-Based Decision Spport Systems}, DOI={<a href=\"https://doi.org/10.1109/ICTAI.2012.30\">10.1109/ICTAI.2012.30</a>}, booktitle={IEEE 24th International Conference on Tools with Artificial Intelligence}, publisher={{IEEE Computer Society}}, author={Pottebaum, Jens and Artikis, Alexander and Marterer, Robin and Paliouras, George}, year={2012}, pages={162–169} }","apa":"Pottebaum, J., Artikis, A., Marterer, R., &#38; Paliouras, G. (2012). User-Oriented Evaluation of Event-Based Decision Spport Systems. <i>IEEE 24th International Conference on Tools with Artificial Intelligence</i>, 162–169. <a href=\"https://doi.org/10.1109/ICTAI.2012.30\">https://doi.org/10.1109/ICTAI.2012.30</a>","ieee":"J. Pottebaum, A. Artikis, R. Marterer, and G. Paliouras, “User-Oriented Evaluation of Event-Based Decision Spport Systems,” in <i>IEEE 24th International Conference on Tools with Artificial Intelligence</i>, 2012, pp. 162–169, doi: <a href=\"https://doi.org/10.1109/ICTAI.2012.30\">10.1109/ICTAI.2012.30</a>.","chicago":"Pottebaum, Jens, Alexander Artikis, Robin Marterer, and George Paliouras. “User-Oriented Evaluation of Event-Based Decision Spport Systems.” In <i>IEEE 24th International Conference on Tools with Artificial Intelligence</i>, 162–69. {IEEE Computer Society}, 2012. <a href=\"https://doi.org/10.1109/ICTAI.2012.30\">https://doi.org/10.1109/ICTAI.2012.30</a>.","short":"J. Pottebaum, A. Artikis, R. Marterer, G. 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Tübingen 2010.” <i>H-Soz-Kult</i>, 2012.","ieee":"T. Moritz, “W. Kühlmann (Hg.): Reuchlins Freunde und Gegner. Kommunikative Konstellationen eines frühneuzeitlichen Medienereignisses. Tübingen 2010,” <i>H-Soz-Kult</i>. 2012.","apa":"Moritz, T. (2012). W. Kühlmann (Hg.): Reuchlins Freunde und Gegner. Kommunikative Konstellationen eines frühneuzeitlichen Medienereignisses. Tübingen 2010. In <i>H-Soz-Kult</i>.","bibtex":"@article{Moritz_2012, title={W. Kühlmann (Hg.): Reuchlins Freunde und Gegner. Kommunikative Konstellationen eines frühneuzeitlichen Medienereignisses. Tübingen 2010}, journal={H-Soz-Kult}, author={Moritz, Tilman}, year={2012} }","ama":"Moritz T. W. Kühlmann (Hg.): Reuchlins Freunde und Gegner. Kommunikative Konstellationen eines frühneuzeitlichen Medienereignisses. Tübingen 2010. <i>H-Soz-Kult</i>. Published online 2012.","mla":"Moritz, Tilman. “W. Kühlmann (Hg.): Reuchlins Freunde Und Gegner. Kommunikative Konstellationen Eines Frühneuzeitlichen Medienereignisses. Tübingen 2010.” <i>H-Soz-Kult</i>, 2012."},"date_created":"2023-11-17T10:09:52Z","type":"review","oa":"1"},{"publication":"Markteintrittsstrategien","citation":{"chicago":"Isidor, Rodrigo, Christian Schwens, and Rüdiger Kabst. “Die Messung von Joint-Venture-Erfolg.” In <i>Markteintrittsstrategien</i>. Wiesbaden: Gabler Verlag, 2012. <a href=\"https://doi.org/10.1007/978-3-8349-3504-5_8\">https://doi.org/10.1007/978-3-8349-3504-5_8</a>.","short":"R. Isidor, C. Schwens, R. Kabst, in: Markteintrittsstrategien, Gabler Verlag, Wiesbaden, 2012.","ieee":"R. Isidor, C. Schwens, and R. Kabst, “Die Messung von Joint-Venture-Erfolg,” in <i>Markteintrittsstrategien</i>, Wiesbaden: Gabler Verlag, 2012.","apa":"Isidor, R., Schwens, C., &#38; Kabst, R. (2012). Die Messung von Joint-Venture-Erfolg. In <i>Markteintrittsstrategien</i>. Gabler Verlag. <a href=\"https://doi.org/10.1007/978-3-8349-3504-5_8\">https://doi.org/10.1007/978-3-8349-3504-5_8</a>","bibtex":"@inbook{Isidor_Schwens_Kabst_2012, place={Wiesbaden}, title={Die Messung von Joint-Venture-Erfolg}, DOI={<a href=\"https://doi.org/10.1007/978-3-8349-3504-5_8\">10.1007/978-3-8349-3504-5_8</a>}, booktitle={Markteintrittsstrategien}, publisher={Gabler Verlag}, author={Isidor, Rodrigo and Schwens, Christian and Kabst, Rüdiger}, year={2012} }","ama":"Isidor R, Schwens C, Kabst R. Die Messung von Joint-Venture-Erfolg. In: <i>Markteintrittsstrategien</i>. 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Die Messung von Joint-Venture-Erfolg. In: <i>Markteintrittsstrategien</i>. Gabler Verlag; 2012. doi:<a href=\"https://doi.org/10.1007/978-3-8349-3504-5_8\">10.1007/978-3-8349-3504-5_8</a>","mla":"Isidor, Rodrigo, et al. “Die Messung von Joint-Venture-Erfolg.” <i>Markteintrittsstrategien</i>, Gabler Verlag, 2012, doi:<a href=\"https://doi.org/10.1007/978-3-8349-3504-5_8\">10.1007/978-3-8349-3504-5_8</a>.","chicago":"Isidor, Rodrigo, Christian Schwens, and Rüdiger Kabst. “Die Messung von Joint-Venture-Erfolg.” In <i>Markteintrittsstrategien</i>. Wiesbaden: Gabler Verlag, 2012. <a href=\"https://doi.org/10.1007/978-3-8349-3504-5_8\">https://doi.org/10.1007/978-3-8349-3504-5_8</a>.","short":"R. Isidor, C. Schwens, R. Kabst, in: Markteintrittsstrategien, Gabler Verlag, Wiesbaden, 2012.","ieee":"R. Isidor, C. Schwens, and R. Kabst, “Die Messung von Joint-Venture-Erfolg,” in <i>Markteintrittsstrategien</i>, Wiesbaden: Gabler Verlag, 2012.","apa":"Isidor, R., Schwens, C., &#38; Kabst, R. (2012). Die Messung von Joint-Venture-Erfolg. In <i>Markteintrittsstrategien</i>. Gabler Verlag. <a href=\"https://doi.org/10.1007/978-3-8349-3504-5_8\">https://doi.org/10.1007/978-3-8349-3504-5_8</a>"},"publication":"Markteintrittsstrategien","department":[{"_id":"371"}],"type":"book_chapter","place":"Wiesbaden","date_created":"2023-11-28T12:25:37Z","date_updated":"2023-11-28T12:25:57Z","publication_status":"published","publication_identifier":{"isbn":["9783834935038","9783834935045"]},"author":[{"full_name":"Isidor, Rodrigo","last_name":"Isidor","first_name":"Rodrigo"},{"last_name":"Schwens","first_name":"Christian","full_name":"Schwens, Christian"},{"last_name":"Kabst","first_name":"Rüdiger","full_name":"Kabst, Rüdiger"}],"title":"Die Messung von Joint-Venture-Erfolg","status":"public","year":"2012","doi":"10.1007/978-3-8349-3504-5_8","user_id":"100439","_id":"49289","language":[{"iso":"eng"}],"publisher":"Gabler Verlag"},{"doi":"10.1007/978-3-8349-3504-5_8","user_id":"100439","_id":"49288","publisher":"Gabler Verlag","language":[{"iso":"eng"}],"date_updated":"2023-11-28T12:24:35Z","publication_status":"published","author":[{"full_name":"Isidor, Rodrigo","first_name":"Rodrigo","last_name":"Isidor"},{"last_name":"Schwens","first_name":"Christian","full_name":"Schwens, Christian"},{"last_name":"Kabst","first_name":"Rüdiger","full_name":"Kabst, Rüdiger"}],"publication_identifier":{"isbn":["9783834935038","9783834935045"]},"title":"Die Messung von Joint-Venture-Erfolg","year":"2012","status":"public","department":[{"_id":"371"}],"type":"book_chapter","place":"Wiesbaden","date_created":"2023-11-28T12:24:31Z","citation":{"mla":"Isidor, Rodrigo, et al. “Die Messung von Joint-Venture-Erfolg.” <i>Markteintrittsstrategien</i>, Gabler Verlag, 2012, doi:<a href=\"https://doi.org/10.1007/978-3-8349-3504-5_8\">10.1007/978-3-8349-3504-5_8</a>.","bibtex":"@inbook{Isidor_Schwens_Kabst_2012, place={Wiesbaden}, title={Die Messung von Joint-Venture-Erfolg}, DOI={<a href=\"https://doi.org/10.1007/978-3-8349-3504-5_8\">10.1007/978-3-8349-3504-5_8</a>}, booktitle={Markteintrittsstrategien}, publisher={Gabler Verlag}, author={Isidor, Rodrigo and Schwens, Christian and Kabst, Rüdiger}, year={2012} }","ama":"Isidor R, Schwens C, Kabst R. Die Messung von Joint-Venture-Erfolg. In: <i>Markteintrittsstrategien</i>. Gabler Verlag; 2012. doi:<a href=\"https://doi.org/10.1007/978-3-8349-3504-5_8\">10.1007/978-3-8349-3504-5_8</a>","ieee":"R. Isidor, C. Schwens, and R. Kabst, “Die Messung von Joint-Venture-Erfolg,” in <i>Markteintrittsstrategien</i>, Wiesbaden: Gabler Verlag, 2012.","apa":"Isidor, R., Schwens, C., &#38; Kabst, R. (2012). Die Messung von Joint-Venture-Erfolg. In <i>Markteintrittsstrategien</i>. Gabler Verlag. <a href=\"https://doi.org/10.1007/978-3-8349-3504-5_8\">https://doi.org/10.1007/978-3-8349-3504-5_8</a>","chicago":"Isidor, Rodrigo, Christian Schwens, and Rüdiger Kabst. “Die Messung von Joint-Venture-Erfolg.” In <i>Markteintrittsstrategien</i>. Wiesbaden: Gabler Verlag, 2012. <a href=\"https://doi.org/10.1007/978-3-8349-3504-5_8\">https://doi.org/10.1007/978-3-8349-3504-5_8</a>.","short":"R. Isidor, C. Schwens, R. Kabst, in: Markteintrittsstrategien, Gabler Verlag, Wiesbaden, 2012."},"publication":"Markteintrittsstrategien"},{"department":[{"_id":"745"}],"type":"book_chapter","keyword":["Historische Medienlinguistik"],"place":"Stuttgart ","date_created":"2022-05-17T12:20:05Z","citation":{"short":"B.-M. Schuster, in: G. Brandt  (Ed.), Bausteine zu einer Geschichte des weiblichen Sprachgebrauchs X. Texte – Zeugnisse des produktiven Sprachhandelns von Frauen in privaten, halböffentlichen und öffentlichen Diskursen vom Mittelalter bis in die Gegenwart. Internationale Fachtagung Paderborn 04. – 07.09.2011, Heinz, Stuttgart , 2012, pp. 69–92.","chicago":"Schuster, Britt-Marie. “„Die Frau, die Reportage macht“ – Zu einigen Elementen des Schreibstils von Journalistinnen der 1920er Jahre.” In <i>Bausteine zu einer Geschichte des weiblichen Sprachgebrauchs X. Texte – Zeugnisse des produktiven Sprachhandelns von Frauen in privaten, halböffentlichen und öffentlichen Diskursen vom Mittelalter bis in die Gegenwart. Internationale Fachtagung Paderborn 04. – 07.09.2011</i>, edited by Gisela  Brandt , 69–92. Stuttgart : Heinz, 2012.","apa":"Schuster, B.-M. (2012). „Die Frau, die Reportage macht“ – Zu einigen Elementen des Schreibstils von Journalistinnen der 1920er Jahre. In G. Brandt  (Ed.), <i>Bausteine zu einer Geschichte des weiblichen Sprachgebrauchs X. Texte – Zeugnisse des produktiven Sprachhandelns von Frauen in privaten, halböffentlichen und öffentlichen Diskursen vom Mittelalter bis in die Gegenwart. Internationale Fachtagung Paderborn 04. – 07.09.2011</i> (pp. 69–92). Heinz.","ieee":"B.-M. Schuster, “„Die Frau, die Reportage macht“ – Zu einigen Elementen des Schreibstils von Journalistinnen der 1920er Jahre,” in <i>Bausteine zu einer Geschichte des weiblichen Sprachgebrauchs X. Texte – Zeugnisse des produktiven Sprachhandelns von Frauen in privaten, halböffentlichen und öffentlichen Diskursen vom Mittelalter bis in die Gegenwart. Internationale Fachtagung Paderborn 04. – 07.09.2011</i>, G. Brandt , Ed. Stuttgart : Heinz, 2012, pp. 69–92.","ama":"Schuster B-M. „Die Frau, die Reportage macht“ – Zu einigen Elementen des Schreibstils von Journalistinnen der 1920er Jahre. In: Brandt  G, ed. <i>Bausteine zu einer Geschichte des weiblichen Sprachgebrauchs X. Texte – Zeugnisse des produktiven Sprachhandelns von Frauen in privaten, halböffentlichen und öffentlichen Diskursen vom Mittelalter bis in die Gegenwart. Internationale Fachtagung Paderborn 04. – 07.09.2011</i>. Heinz; 2012:69–92.","bibtex":"@inbook{Schuster_2012, place={Stuttgart }, title={„Die Frau, die Reportage macht“ – Zu einigen Elementen des Schreibstils von Journalistinnen der 1920er Jahre}, booktitle={Bausteine zu einer Geschichte des weiblichen Sprachgebrauchs X. Texte – Zeugnisse des produktiven Sprachhandelns von Frauen in privaten, halböffentlichen und öffentlichen Diskursen vom Mittelalter bis in die Gegenwart. Internationale Fachtagung Paderborn 04. – 07.09.2011}, publisher={Heinz}, author={Schuster, Britt-Marie}, editor={Brandt , Gisela }, year={2012}, pages={69–92} }","mla":"Schuster, Britt-Marie. “„Die Frau, die Reportage macht“ – Zu einigen Elementen des Schreibstils von Journalistinnen der 1920er Jahre.” <i>Bausteine zu einer Geschichte des weiblichen Sprachgebrauchs X. Texte – Zeugnisse des produktiven Sprachhandelns von Frauen in privaten, halböffentlichen und öffentlichen Diskursen vom Mittelalter bis in die Gegenwart. Internationale Fachtagung Paderborn 04. – 07.09.2011</i>, edited by Gisela  Brandt , Heinz, 2012, pp. 69–92."},"publication":"Bausteine zu einer Geschichte des weiblichen Sprachgebrauchs X. Texte – Zeugnisse des produktiven Sprachhandelns von Frauen in privaten, halböffentlichen und öffentlichen Diskursen vom Mittelalter bis in die Gegenwart. Internationale Fachtagung Paderborn 04. – 07.09.2011","editor":[{"last_name":"Brandt ","first_name":"Gisela ","full_name":"Brandt , Gisela "}],"user_id":"17386","language":[{"iso":"ger"}],"_id":"31275","publisher":"Heinz","page":"69–92","date_updated":"2023-10-12T14:58:55Z","author":[{"last_name":"Schuster","first_name":"Britt-Marie","full_name":"Schuster, Britt-Marie","id":"17386"}],"status":"public","title":"„Die Frau, die Reportage macht“ – Zu einigen Elementen des Schreibstils von Journalistinnen der 1920er Jahre","year":"2012"},{"status":"public","year":"2012","title":"Eine \"Balancierstange\": Fremdwortgebrauch und Identitätskonstruktion in den Tagebüchern Victor Klemperers","author":[{"full_name":"Schuster, Britt-Marie","last_name":"Schuster","first_name":"Britt-Marie","id":"17386"}],"date_updated":"2023-10-12T15:00:06Z","intvolume":"        11","page":"203–208","language":[{"iso":"ger"}],"_id":"31276","user_id":"17386","editor":[{"last_name":"Grucza","first_name":"Franciszek ","full_name":"Grucza, Franciszek "}],"volume":11,"publication":"Vielheit und Einheit der Germanistik weltweit. Akten des XII. Internationalen Germanistenkongresses Warschau 2010 (Publikationen der Internationalen Vereinigung für Germanistik)","citation":{"short":"B.-M. Schuster, in: F. Grucza (Ed.), Vielheit und Einheit der Germanistik weltweit. Akten des XII. Internationalen Germanistenkongresses Warschau 2010 (Publikationen der Internationalen Vereinigung für Germanistik), Frankfurt am Main , 2012, pp. 203–208.","chicago":"Schuster, Britt-Marie. “Eine ‘Balancierstange’: Fremdwortgebrauch und Identitätskonstruktion in den Tagebüchern Victor Klemperers.” In <i>Vielheit und Einheit der Germanistik weltweit. Akten des XII. Internationalen Germanistenkongresses Warschau 2010 (Publikationen der Internationalen Vereinigung für Germanistik)</i>, edited by Franciszek  Grucza, 11:203–208. Frankfurt am Main , 2012.","apa":"Schuster, B.-M. (2012). Eine “Balancierstange”: Fremdwortgebrauch und Identitätskonstruktion in den Tagebüchern Victor Klemperers. In F. Grucza (Ed.), <i>Vielheit und Einheit der Germanistik weltweit. Akten des XII. Internationalen Germanistenkongresses Warschau 2010 (Publikationen der Internationalen Vereinigung für Germanistik)</i> (Vol. 11, pp. 203–208).","ieee":"B.-M. Schuster, “Eine ‘Balancierstange’: Fremdwortgebrauch und Identitätskonstruktion in den Tagebüchern Victor Klemperers,” in <i>Vielheit und Einheit der Germanistik weltweit. Akten des XII. Internationalen Germanistenkongresses Warschau 2010 (Publikationen der Internationalen Vereinigung für Germanistik)</i>, vol. 11, F. Grucza, Ed. Frankfurt am Main , 2012, pp. 203–208.","ama":"Schuster B-M. Eine “Balancierstange”: Fremdwortgebrauch und Identitätskonstruktion in den Tagebüchern Victor Klemperers. In: Grucza F, ed. <i>Vielheit und Einheit der Germanistik weltweit. Akten des XII. Internationalen Germanistenkongresses Warschau 2010 (Publikationen der Internationalen Vereinigung für Germanistik)</i>. Vol 11. ; 2012:203–208.","bibtex":"@inbook{Schuster_2012, place={Frankfurt am Main }, title={Eine “Balancierstange”: Fremdwortgebrauch und Identitätskonstruktion in den Tagebüchern Victor Klemperers}, volume={11}, booktitle={Vielheit und Einheit der Germanistik weltweit. Akten des XII. Internationalen Germanistenkongresses Warschau 2010 (Publikationen der Internationalen Vereinigung für Germanistik)}, author={Schuster, Britt-Marie}, editor={Grucza, Franciszek }, year={2012}, pages={203–208} }","mla":"Schuster, Britt-Marie. “Eine ‘Balancierstange’: Fremdwortgebrauch und Identitätskonstruktion in den Tagebüchern Victor Klemperers.” <i>Vielheit und Einheit der Germanistik weltweit. Akten des XII. Internationalen Germanistenkongresses Warschau 2010 (Publikationen der Internationalen Vereinigung für Germanistik)</i>, edited by Franciszek  Grucza, vol. 11, 2012, pp. 203–208."},"place":"Frankfurt am Main ","date_created":"2022-05-17T12:21:50Z","keyword":["Kommunikationsgeschichte"],"type":"book_chapter","department":[{"_id":"745"}]},{"publication":"Andersschreiben: Formen, Funktionen, Traditionen","citation":{"apa":"Schuster, B.-M. (2012). Anders denken – anders schreiben. Überlegungen zur linguistischen Textanalyse am Beispiel des Essays. In B.-M. Schuster &#38; D. Tophinke  (Eds.), <i>Andersschreiben: Formen, Funktionen, Traditionen</i> (pp. 73–89). Erich Schmidt.","ieee":"B.-M. Schuster, “Anders denken – anders schreiben. Überlegungen zur linguistischen Textanalyse am Beispiel des Essays,” in <i>Andersschreiben: Formen, Funktionen, Traditionen</i>, B.-M. Schuster and D. Tophinke , Eds. Berlin : Erich Schmidt, 2012, pp. 73–89.","chicago":"Schuster, Britt-Marie. “Anders denken – anders schreiben. Überlegungen zur linguistischen Textanalyse am Beispiel des Essays.” In <i>Andersschreiben: Formen, Funktionen, Traditionen</i>, edited by Britt-Marie Schuster and Doris  Tophinke , 73–89. Berlin : Erich Schmidt, 2012.","short":"B.-M. Schuster, in: B.-M. Schuster, D. Tophinke  (Eds.), Andersschreiben: Formen, Funktionen, Traditionen, Erich Schmidt, Berlin , 2012, pp. 73–89.","mla":"Schuster, Britt-Marie. “Anders denken – anders schreiben. Überlegungen zur linguistischen Textanalyse am Beispiel des Essays.” <i>Andersschreiben: Formen, Funktionen, Traditionen</i>, edited by Britt-Marie Schuster and Doris  Tophinke , Erich Schmidt, 2012, pp. 73–89.","ama":"Schuster B-M. Anders denken – anders schreiben. Überlegungen zur linguistischen Textanalyse am Beispiel des Essays. In: Schuster B-M, Tophinke  D, eds. <i>Andersschreiben: Formen, Funktionen, Traditionen</i>. Erich Schmidt; 2012:73–89.","bibtex":"@inbook{Schuster_2012, place={Berlin }, title={Anders denken – anders schreiben. Überlegungen zur linguistischen Textanalyse am Beispiel des Essays}, booktitle={Andersschreiben: Formen, Funktionen, Traditionen}, publisher={Erich Schmidt}, author={Schuster, Britt-Marie}, editor={Schuster, Britt-Marie and Tophinke , Doris }, year={2012}, pages={73–89} }"},"date_created":"2022-05-17T12:18:32Z","place":"Berlin ","keyword":["Textsortengeschichte"],"type":"book_chapter","department":[{"_id":"745"}],"year":"2012","title":"Anders denken – anders schreiben. Überlegungen zur linguistischen Textanalyse am Beispiel des Essays","status":"public","author":[{"id":"17386","last_name":"Schuster","first_name":"Britt-Marie","full_name":"Schuster, Britt-Marie"}],"date_updated":"2023-10-12T15:01:32Z","page":"73–89","_id":"31273","language":[{"iso":"ger"}],"publisher":"Erich Schmidt","user_id":"17386","editor":[{"full_name":"Schuster, Britt-Marie","first_name":"Britt-Marie","last_name":"Schuster"},{"full_name":"Tophinke , Doris ","first_name":"Doris ","last_name":"Tophinke "}]},{"date_created":"2022-05-17T12:23:23Z","place":"Berlin, New York ","keyword":["Textsortengeschichte"],"type":"book_chapter","department":[{"_id":"745"}],"publication":"Kanzleisprachenforschung. Ein internationales Handbuch","citation":{"chicago":"Schuster, Britt-Marie. “Textlinguistik.” In <i>Kanzleisprachenforschung. Ein internationales Handbuch</i>, edited by Albrecht  Greule, Jörg  Meier , and Arne  Ziegler , 263–281. Berlin, New York : de Gruyter, 2012.","short":"B.-M. Schuster, in: A. Greule, J. Meier , A. Ziegler  (Eds.), Kanzleisprachenforschung. Ein internationales Handbuch, de Gruyter, Berlin, New York , 2012, pp. 263–281.","ieee":"B.-M. Schuster, “Textlinguistik,” in <i>Kanzleisprachenforschung. Ein internationales Handbuch</i>, A. Greule, J. Meier , and A. Ziegler , Eds. Berlin, New York : de Gruyter, 2012, pp. 263–281.","apa":"Schuster, B.-M. (2012). Textlinguistik. In A. Greule, J. Meier , &#38; A. Ziegler  (Eds.), <i>Kanzleisprachenforschung. Ein internationales Handbuch</i> (pp. 263–281). de Gruyter.","bibtex":"@inbook{Schuster_2012, place={Berlin, New York }, title={Textlinguistik}, booktitle={Kanzleisprachenforschung. Ein internationales Handbuch}, publisher={de Gruyter}, author={Schuster, Britt-Marie}, editor={Greule, Albrecht  and Meier , Jörg  and Ziegler , Arne }, year={2012}, pages={263–281} }","ama":"Schuster B-M. Textlinguistik. In: Greule A, Meier  J, Ziegler  A, eds. <i>Kanzleisprachenforschung. Ein internationales Handbuch</i>. de Gruyter; 2012:263–281.","mla":"Schuster, Britt-Marie. “Textlinguistik.” <i>Kanzleisprachenforschung. Ein internationales Handbuch</i>, edited by Albrecht  Greule et al., de Gruyter, 2012, pp. 263–281."},"page":"263–281","_id":"31277","publisher":"de Gruyter","language":[{"iso":"ger"}],"user_id":"17386","editor":[{"full_name":"Greule, Albrecht ","last_name":"Greule","first_name":"Albrecht "},{"last_name":"Meier ","first_name":"Jörg ","full_name":"Meier , Jörg "},{"first_name":"Arne ","last_name":"Ziegler ","full_name":"Ziegler , Arne "}],"title":"Textlinguistik","year":"2012","status":"public","author":[{"id":"17386","full_name":"Schuster, Britt-Marie","last_name":"Schuster","first_name":"Britt-Marie"}],"date_updated":"2023-10-12T15:03:33Z"},{"date_created":"2020-08-27T13:04:11Z","place":"Berlin","type":"book_editor","keyword":["Textsortengeschichte"],"department":[{"_id":"5"},{"_id":"115"},{"_id":"745"}],"citation":{"chicago":"Schuster, Britt-Marie, and Doris Tophinke, eds. <i>Andersschreiben. Formen, Funktionen, Traditionen</i>. Berlin: Erich Schmidt Verlag, 2012.","short":"B.-M. Schuster, D. Tophinke, eds., Andersschreiben. Formen, Funktionen, Traditionen, Erich Schmidt Verlag, Berlin, 2012.","apa":"Schuster, B.-M., &#38; Tophinke, D. (Eds.). (2012). <i>Andersschreiben. Formen, Funktionen, Traditionen</i>. Erich Schmidt Verlag.","ieee":"B.-M. Schuster and D. Tophinke, Eds., <i>Andersschreiben. Formen, Funktionen, Traditionen</i>. Berlin: Erich Schmidt Verlag, 2012.","ama":"Schuster B-M, Tophinke D, eds. <i>Andersschreiben. Formen, Funktionen, Traditionen</i>. Erich Schmidt Verlag; 2012.","bibtex":"@book{Schuster_Tophinke_2012, place={Berlin}, title={Andersschreiben. Formen, Funktionen, Traditionen}, publisher={Erich Schmidt Verlag}, year={2012} }","mla":"Schuster, Britt-Marie, and Doris Tophinke, editors. <i>Andersschreiben. Formen, Funktionen, Traditionen</i>. Erich Schmidt Verlag, 2012."},"_id":"18462","publisher":"Erich Schmidt Verlag","language":[{"iso":"ger"}],"user_id":"17386","editor":[{"id":"17386","full_name":"Schuster, Britt-Marie","first_name":"Britt-Marie","last_name":"Schuster"},{"id":"16277","first_name":"Doris","orcid":"0009-0003-2061-283X","last_name":"Tophinke","full_name":"Tophinke, Doris"}],"year":"2012","title":"Andersschreiben. Formen, Funktionen, Traditionen","status":"public","date_updated":"2023-10-12T15:04:21Z"},{"citation":{"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} }","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>","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>.","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>.","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.","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>.","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>"},"place":"New York, NY, USA","status":"public","_id":"46397","publisher":"Association for Computing Machinery","page":"465–472","user_id":"15504","publication":"Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation","abstract":[{"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.","lang":"eng"}],"date_created":"2023-08-04T15:52:42Z","department":[{"_id":"34"},{"_id":"819"}],"keyword":["hypervolume indicator","multiobjective optimization","performance assessment","r2 indicator"],"type":"conference","publication_identifier":{"isbn":["9781450311779"]},"author":[{"full_name":"Brockhoff, Dimo","first_name":"Dimo","last_name":"Brockhoff"},{"first_name":"Tobias","last_name":"Wagner","full_name":"Wagner, Tobias"},{"orcid":"0000-0002-9788-8282","first_name":"Heike","last_name":"Trautmann","full_name":"Trautmann, Heike","id":"100740"}],"year":"2012","title":"On the Properties of the R2 Indicator","date_updated":"2023-10-16T13:47:23Z","series_title":"GECCO ’12","language":[{"iso":"eng"}],"doi":"10.1145/2330163.2330230"},{"date_updated":"2023-10-16T13:48:48Z","title":"Algorithm Selection Based on Exploratory Landscape Analysis and Cost-Sensitive Learning","year":"2012","author":[{"full_name":"Bischl, Bernd","last_name":"Bischl","first_name":"Bernd"},{"full_name":"Mersmann, Olaf","first_name":"Olaf","last_name":"Mersmann"},{"id":"100740","first_name":"Heike","orcid":"0000-0002-9788-8282","last_name":"Trautmann","full_name":"Trautmann, Heike"},{"full_name":"Preuß, Mike","last_name":"Preuß","first_name":"Mike"}],"publication_identifier":{"isbn":["9781450311779"]},"doi":"10.1145/2330163.2330209","series_title":"GECCO ’12","language":[{"iso":"eng"}],"abstract":[{"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.","lang":"eng"}],"publication":"Proceedings of the 14th Annual Conference on Genetic and Evolutionary Computation","keyword":["machine learning","exploratory landscape analysis","fitness landscape","benchmarking","evolutionary optimization","bbob test set","algorithm selection"],"type":"conference","department":[{"_id":"34"},{"_id":"819"}],"date_created":"2023-08-04T15:51:56Z","status":"public","user_id":"15504","page":"313–320","_id":"46396","publisher":"Association for Computing Machinery","citation":{"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>","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>.","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.","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>.","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>"},"place":"New York, NY, USA"},{"publication":"Evolutionary Computation Journal","issue":"2","citation":{"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>","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>.","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.","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>.","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>","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} }"},"abstract":[{"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.","lang":"eng"}],"date_created":"2023-08-04T15:54:41Z","type":"journal_article","department":[{"_id":"34"},{"_id":"819"}],"title":"Resampling Methods in Model Validation","status":"public","year":"2012","author":[{"full_name":"Bischl, B","first_name":"B","last_name":"Bischl"},{"first_name":"O","last_name":"Mersmann","full_name":"Mersmann, O"},{"id":"100740","last_name":"Trautmann","first_name":"Heike","orcid":"0000-0002-9788-8282","full_name":"Trautmann, Heike"},{"last_name":"Weihs","first_name":"C","full_name":"Weihs, C"}],"date_updated":"2023-10-16T13:53:58Z","intvolume":"        20","page":"249–275","language":[{"iso":"eng"}],"_id":"46399","doi":"10.1162/EVCO_a_00069","user_id":"15504","volume":20},{"date_created":"2023-08-04T15:55:34Z","department":[{"_id":"34"},{"_id":"819"}],"type":"journal_article","citation":{"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>.","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>.","short":"G. Rudolph, H. Trautmann, O. Schütze, At-Automatisierungstechnik 60 (2012) 610–621.","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>."},"publication":"at-Automatisierungstechnik","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"}],"_id":"46400","language":[{"iso":"eng"}],"page":"610–621","volume":60,"user_id":"15504","doi":"10.1524/auto.2012.1033","author":[{"full_name":"Rudolph, G","last_name":"Rudolph","first_name":"G"},{"last_name":"Trautmann","first_name":"Heike","orcid":"0000-0002-9788-8282","full_name":"Trautmann, Heike","id":"100740"},{"last_name":"Schütze","first_name":"O","full_name":"Schütze, O"}],"year":"2012","title":"Homogene Approximation der Paretofront bei mehrkriteriellen Kontrollproblemen","status":"public","intvolume":"        60","date_updated":"2023-10-16T13:54:17Z"},{"user_id":"668","editor":[{"full_name":"Juras, Gregoz","last_name":"Juras","first_name":"Gregoz"},{"full_name":"Slomka, Kajetan","first_name":"Kajetan","last_name":"Slomka"}],"page":"8-14","_id":"48719","publisher":"AWF Katowice","language":[{"iso":"eng"}],"date_updated":"2023-11-08T21:09:24Z","title":"Reduced dual task interference in multiple repeated dual-task tests: Automatization or task integration","status":"public","year":"2012","author":[{"last_name":"Agethen","first_name":"Manfred","full_name":"Agethen, Manfred"},{"first_name":"Daniel","last_name":"Krause","orcid":"orcid.org/0000-0001-5391-885X","full_name":"Krause, Daniel","id":"668"}],"type":"book_chapter","place":"Katowice","date_created":"2023-11-08T20:44:34Z","publication":"Current Research in Motor Control","citation":{"short":"M. Agethen, D. Krause, in: G. Juras, K. Slomka (Eds.), Current Research in Motor Control, AWF Katowice, Katowice, 2012, pp. 8–14.","chicago":"Agethen, Manfred, and Daniel Krause. “Reduced Dual Task Interference in Multiple Repeated Dual-Task Tests: Automatization or Task Integration.” In <i>Current Research in Motor Control</i>, edited by Gregoz Juras and Kajetan Slomka, 8–14. Katowice: AWF Katowice, 2012.","ieee":"M. Agethen and D. Krause, “Reduced dual task interference in multiple repeated dual-task tests: Automatization or task integration,” in <i>Current Research in Motor Control</i>, G. Juras and K. Slomka, Eds. Katowice: AWF Katowice, 2012, pp. 8–14.","apa":"Agethen, M., &#38; Krause, D. (2012). Reduced dual task interference in multiple repeated dual-task tests: Automatization or task integration. In G. Juras &#38; K. Slomka (Eds.), <i>Current Research in Motor Control</i> (pp. 8–14). AWF Katowice.","bibtex":"@inbook{Agethen_Krause_2012, place={Katowice}, title={Reduced dual task interference in multiple repeated dual-task tests: Automatization or task integration}, booktitle={Current Research in Motor Control}, publisher={AWF Katowice}, author={Agethen, Manfred and Krause, Daniel}, editor={Juras, Gregoz and Slomka, Kajetan}, year={2012}, pages={8–14} }","ama":"Agethen M, Krause D. Reduced dual task interference in multiple repeated dual-task tests: Automatization or task integration. In: Juras G, Slomka K, eds. <i>Current Research in Motor Control</i>. AWF Katowice; 2012:8-14.","mla":"Agethen, Manfred, and Daniel Krause. “Reduced Dual Task Interference in Multiple Repeated Dual-Task Tests: Automatization or Task Integration.” <i>Current Research in Motor Control</i>, edited by Gregoz Juras and Kajetan Slomka, AWF Katowice, 2012, pp. 8–14."}},{"status":"public","volume":6,"user_id":"59882","publisher":"BRILL","_id":"48902","page":"25-41","citation":{"apa":"Luft, S. (2012). The Subject as Moral Person. On Husserl’s Late Reflections Concerning the Concept of Personhood. In <i>Investigating Subjectivity</i> (Vol. 6, pp. 25–41). BRILL. <a href=\"https://doi.org/10.1163/9789004222595_003\">https://doi.org/10.1163/9789004222595_003</a>","mla":"Luft, Sebastian. “The Subject as Moral Person. On Husserl’s Late Reflections Concerning the Concept of Personhood.” <i>Investigating Subjectivity</i>, vol. 6, BRILL, 2012, pp. 25–41, doi:<a href=\"https://doi.org/10.1163/9789004222595_003\">10.1163/9789004222595_003</a>.","ieee":"S. Luft, “The Subject as Moral Person. On Husserl’s Late Reflections Concerning the Concept of Personhood,” in <i>Investigating Subjectivity</i>, vol. 6, BRILL, 2012, pp. 25–41.","chicago":"Luft, Sebastian. “The Subject as Moral Person. On Husserl’s Late Reflections Concerning the Concept of Personhood.” In <i>Investigating Subjectivity</i>, 6:25–41. Studies in Conzemporary Phenomenology. BRILL, 2012. <a href=\"https://doi.org/10.1163/9789004222595_003\">https://doi.org/10.1163/9789004222595_003</a>.","ama":"Luft S. The Subject as Moral Person. On Husserl’s Late Reflections Concerning the Concept of Personhood. In: <i>Investigating Subjectivity</i>. Vol 6. Studies in Conzemporary Phenomenology. BRILL; 2012:25-41. doi:<a href=\"https://doi.org/10.1163/9789004222595_003\">10.1163/9789004222595_003</a>","short":"S. Luft, in: Investigating Subjectivity, BRILL, 2012, pp. 25–41.","bibtex":"@inbook{Luft_2012, series={Studies in Conzemporary Phenomenology}, title={The Subject as Moral Person. On Husserl’s Late Reflections Concerning the Concept of Personhood}, volume={6}, DOI={<a href=\"https://doi.org/10.1163/9789004222595_003\">10.1163/9789004222595_003</a>}, booktitle={Investigating Subjectivity}, publisher={BRILL}, author={Luft, Sebastian}, year={2012}, pages={25–41}, collection={Studies in Conzemporary Phenomenology} }"},"intvolume":"         6","date_updated":"2023-11-15T08:13:26Z","publication_status":"published","author":[{"first_name":"Sebastian","last_name":"Luft","full_name":"Luft, Sebastian","id":"55271"}],"year":"2012","title":"The Subject as Moral Person. On Husserl’s Late Reflections Concerning the Concept of Personhood","doi":"10.1163/9789004222595_003","language":[{"iso":"eng"}],"series_title":"Studies in Conzemporary Phenomenology","extern":"1","publication":"Investigating Subjectivity","department":[{"_id":"813"}],"type":"book_chapter","date_created":"2023-11-15T08:12:09Z"}]