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Zhao, M. Rüsing, S. Mookherjea, APL Photonics 4 (2019).","chicago":"Wang, Xiaoxi, Peter O. Weigel, Jie Zhao, Michael Rüsing, and Shayan Mookherjea. “Achieving Beyond-100-GHz Large-Signal Modulation Bandwidth in Hybrid Silicon Photonics Mach Zehnder Modulators Using Thin Film Lithium Niobate.” <i>APL Photonics</i> 4, no. 9 (2019). <a href=\"https://doi.org/10.1063/1.5115243\">https://doi.org/10.1063/1.5115243</a>."},"quality_controlled":"1","_id":"47948","publisher":"AIP Publishing","user_id":"22501","volume":4,"status":"public","date_created":"2023-10-11T07:42:12Z","type":"journal_article","keyword":["Computer Networks and Communications","Atomic and Molecular Physics","and Optics"],"publication":"APL Photonics","issue":"9","abstract":[{"lang":"eng","text":"Mach-Zehnder electro-optic modulators (EOM) based on thin-film lithium niobate bonded to a silicon photonic waveguide circuit have been shown to achieve very high modulation bandwidths. Open eye-diagram measurements made in the time domain of beyond-small-signal modulation are used to support the modulation-sideband measurements in showing that such EOM’s can support high-frequency modulations well beyond 100 GHz."}],"extern":"1","article_number":"096101","language":[{"iso":"eng"}],"doi":"10.1063/1.5115243","title":"Achieving beyond-100-GHz large-signal modulation bandwidth in hybrid silicon photonics Mach Zehnder modulators using thin film lithium niobate","year":"2019","publication_identifier":{"issn":["2378-0967"]},"author":[{"first_name":"Xiaoxi","last_name":"Wang","full_name":"Wang, Xiaoxi"},{"first_name":"Peter O.","last_name":"Weigel","full_name":"Weigel, Peter O."},{"last_name":"Zhao","first_name":"Jie","full_name":"Zhao, Jie"},{"first_name":"Michael","orcid":"0000-0003-4682-4577","last_name":"Rüsing","full_name":"Rüsing, Michael","id":"22501"},{"first_name":"Shayan","last_name":"Mookherjea","full_name":"Mookherjea, Shayan"}],"date_updated":"2023-10-11T15:50:11Z","publication_status":"published","intvolume":"         4"},{"date_updated":"2023-10-11T15:50:00Z","publication_status":"published","conference":{"start_date":"2019-09-15","name":"Frontiers in Optics 2019","location":"Washington, D.C., USA","end_date":"2019-09-19"},"publication_identifier":{"unknown":["978-1-943580-67-5"]},"author":[{"full_name":"Zhao, Jie","last_name":"Zhao","first_name":"Jie"},{"full_name":"Ma, Chaoxuan","first_name":"Chaoxuan","last_name":"Ma"},{"id":"22501","full_name":"Rüsing, Michael","last_name":"Rüsing","orcid":"0000-0003-4682-4577","first_name":"Michael"},{"first_name":"Shayan","last_name":"Mookherjea","full_name":"Mookherjea, Shayan"}],"status":"public","year":"2019","title":"High-quality photon-pair and heralded single-photon generation using periodically-poled thin-film lithium niobate","doi":"10.1364/FIO.2019.FTu6A.3","user_id":"22501","language":[{"iso":"eng"}],"_id":"47950","article_number":"FTu6A.3","extern":"1","citation":{"mla":"Zhao, Jie, et al. <i>High-Quality Photon-Pair and Heralded Single-Photon Generation Using Periodically-Poled Thin-Film Lithium Niobate</i>. 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Frontiers in Optics 2019, Washington, D.C., USA. <a href=\"https://doi.org/10.1364/FIO.2019.FTu6A.3\">https://doi.org/10.1364/FIO.2019.FTu6A.3</a>","ieee":"J. Zhao, C. Ma, M. Rüsing, and S. Mookherjea, “High-quality photon-pair and heralded single-photon generation using periodically-poled thin-film lithium niobate,” presented at the Frontiers in Optics 2019, Washington, D.C., USA, 2019, doi: <a href=\"https://doi.org/10.1364/FIO.2019.FTu6A.3\">10.1364/FIO.2019.FTu6A.3</a>.","chicago":"Zhao, Jie, Chaoxuan Ma, Michael Rüsing, and Shayan Mookherjea. “High-Quality Photon-Pair and Heralded Single-Photon Generation Using Periodically-Poled Thin-Film Lithium Niobate,” 2019. <a href=\"https://doi.org/10.1364/FIO.2019.FTu6A.3\">https://doi.org/10.1364/FIO.2019.FTu6A.3</a>.","short":"J. Zhao, C. Ma, M. Rüsing, S. Mookherjea, in: 2019."},"type":"conference","date_created":"2023-10-11T07:46:12Z"},{"language":[{"iso":"ger"}],"_id":"31142","publisher":"WEIDLER","page":"293–312","editor":[{"last_name":"Simmler","first_name":"Franz ","full_name":"Simmler, Franz "},{"full_name":"Baeva, Galina","last_name":"Baeva","first_name":"Galina"}],"user_id":"17386","author":[{"full_name":"Schuster, Britt-Marie","first_name":"Britt-Marie","last_name":"Schuster","id":"17386"}],"status":"public","year":"2019","title":"Textgliederungsprinzipien und Beziehungsgestaltung im Stammbuch von 1559–1878","date_updated":"2023-10-12T13:23:02Z","place":"Berlin ","date_created":"2022-05-09T13:15:16Z","department":[{"_id":"745"}],"keyword":["Textsortengeschichte"],"type":"book_chapter","citation":{"ama":"Schuster B-M. Textgliederungsprinzipien und Beziehungsgestaltung im Stammbuch von 1559–1878. In: Simmler F, Baeva G, eds. <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017</i>. WEIDLER; 2019:293–312.","bibtex":"@inbook{Schuster_2019, place={Berlin }, title={Textgliederungsprinzipien und Beziehungsgestaltung im Stammbuch von 1559–1878}, booktitle={Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017}, publisher={WEIDLER}, author={Schuster, Britt-Marie}, editor={Simmler, Franz  and Baeva, Galina}, year={2019}, pages={293–312} }","mla":"Schuster, Britt-Marie. “Textgliederungsprinzipien und Beziehungsgestaltung im Stammbuch von 1559–1878.” <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017</i>, edited by Franz  Simmler and Galina Baeva, WEIDLER, 2019, pp. 293–312.","chicago":"Schuster, Britt-Marie. “Textgliederungsprinzipien und Beziehungsgestaltung im Stammbuch von 1559–1878.” In <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017</i>, edited by Franz  Simmler and Galina Baeva, 293–312. Berlin : WEIDLER, 2019.","short":"B.-M. Schuster, in: F. Simmler, G. Baeva (Eds.), Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017, WEIDLER, Berlin , 2019, pp. 293–312.","apa":"Schuster, B.-M. (2019). Textgliederungsprinzipien und Beziehungsgestaltung im Stammbuch von 1559–1878. In F. Simmler &#38; G. Baeva (Eds.), <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017</i> (pp. 293–312). WEIDLER.","ieee":"B.-M. Schuster, “Textgliederungsprinzipien und Beziehungsgestaltung im Stammbuch von 1559–1878,” in <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017</i>, F. Simmler and G. Baeva, Eds. Berlin : WEIDLER, 2019, pp. 293–312."},"publication":"Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017"},{"citation":{"short":"B.-M. Schuster, in: J.  Schröter, S. Tienken, Y.  Ilg,  Joachim  Scharloth, N. Bubenhofer (Eds.), Linguistische Kulturanalyse, de Gruyter, Berlin/Boston , 2019, pp. 195–218.","chicago":"Schuster, Britt-Marie. “Meines Vaters Haus und des Trainers Credo. Eine kulturanalytische Untersuchung pränominaler Genitivattribute.” In <i>Linguistische Kulturanalyse</i>, edited by Juliane  Schröter, Susanne  Tienken, Yvonne  Ilg,  Joachim  Scharloth, and Noah  Bubenhofer, 195–218. Berlin/Boston : de Gruyter, 2019.","ieee":"B.-M. Schuster, “Meines Vaters Haus und des Trainers Credo. Eine kulturanalytische Untersuchung pränominaler Genitivattribute.,” in <i>Linguistische Kulturanalyse</i>, J.  Schröter, S. Tienken, Y.  Ilg,  Joachim  Scharloth, and N. Bubenhofer, Eds. Berlin/Boston : de Gruyter, 2019, pp. 195–218.","apa":"Schuster, B.-M. (2019). Meines Vaters Haus und des Trainers Credo. Eine kulturanalytische Untersuchung pränominaler Genitivattribute. In J.  Schröter, S. Tienken, Y.  Ilg,  Joachim  Scharloth, &#38; N. Bubenhofer (Eds.), <i>Linguistische Kulturanalyse</i> (pp. 195–218). de Gruyter.","bibtex":"@inbook{Schuster_2019, place={Berlin/Boston }, title={Meines Vaters Haus und des Trainers Credo. Eine kulturanalytische Untersuchung pränominaler Genitivattribute.}, booktitle={Linguistische Kulturanalyse}, publisher={de Gruyter}, author={Schuster, Britt-Marie}, editor={ Schröter, Juliane and Tienken, Susanne  and  Ilg, Yvonne and  Scharloth,  Joachim and Bubenhofer, Noah }, year={2019}, pages={195–218} }","ama":"Schuster B-M. Meines Vaters Haus und des Trainers Credo. Eine kulturanalytische Untersuchung pränominaler Genitivattribute. In:  Schröter J, Tienken S,  Ilg Y,  Scharloth  Joachim, Bubenhofer N, eds. <i>Linguistische Kulturanalyse</i>. de Gruyter; 2019:195–218.","mla":"Schuster, Britt-Marie. “Meines Vaters Haus und des Trainers Credo. Eine kulturanalytische Untersuchung pränominaler Genitivattribute.” <i>Linguistische Kulturanalyse</i>, edited by Juliane  Schröter et al., de Gruyter, 2019, pp. 195–218."},"publication":"Linguistische Kulturanalyse","date_created":"2022-05-09T13:06:54Z","place":"Berlin/Boston ","department":[{"_id":"745"}],"type":"book_chapter","keyword":["Kommunikationsgeschichte","Kulturanalytische Linguistik"],"author":[{"full_name":"Schuster, Britt-Marie","last_name":"Schuster","first_name":"Britt-Marie","id":"17386"}],"status":"public","year":"2019","title":"Meines Vaters Haus und des Trainers Credo. Eine kulturanalytische Untersuchung pränominaler Genitivattribute.","date_updated":"2023-10-12T13:24:06Z","_id":"31134","language":[{"iso":"ger"}],"publisher":"de Gruyter","page":"195–218","editor":[{"full_name":" Schröter, Juliane","last_name":" Schröter","first_name":"Juliane"},{"full_name":"Tienken, Susanne ","first_name":"Susanne ","last_name":"Tienken"},{"full_name":" Ilg, Yvonne","first_name":"Yvonne","last_name":" Ilg"},{"first_name":" Joachim","last_name":" Scharloth","full_name":" Scharloth,  Joachim"},{"full_name":"Bubenhofer, Noah ","first_name":"Noah ","last_name":"Bubenhofer"}],"user_id":"17386"},{"author":[{"id":"17386","first_name":"Britt-Marie","last_name":"Schuster","full_name":"Schuster, Britt-Marie"}],"status":"public","year":"2019","title":"Sprachgeschichte als Geschichte von Texten","intvolume":"         8","date_updated":"2023-10-12T13:24:57Z","_id":"31138","publisher":"de Gruyter","language":[{"iso":"ger"}],"page":"219–240","volume":8,"editor":[{"full_name":"Bär, Jochen","first_name":"Jochen","last_name":"Bär"},{"first_name":"Anja","last_name":"Lobenstein-Reichmann ","full_name":"Lobenstein-Reichmann , Anja"},{"last_name":"Riecke ","first_name":"Jörg ","full_name":"Riecke , Jörg "}],"user_id":"17386","citation":{"mla":"Schuster, Britt-Marie. “Sprachgeschichte als Geschichte von Texten.” <i>Handbuch Sprache in der Geschichte (Handbuchreihe „Sprache und Wissen“ )</i>, edited by Jochen Bär et al., vol. 8, de Gruyter, 2019, pp. 219–240.","bibtex":"@inbook{Schuster_2019, place={Berlin/Boston}, title={Sprachgeschichte als Geschichte von Texten}, volume={8}, booktitle={Handbuch Sprache in der Geschichte (Handbuchreihe „Sprache und Wissen“ )}, publisher={de Gruyter}, author={Schuster, Britt-Marie}, editor={Bär, Jochen and Lobenstein-Reichmann , Anja and Riecke , Jörg }, year={2019}, pages={219–240} }","ama":"Schuster B-M. Sprachgeschichte als Geschichte von Texten. In: Bär J, Lobenstein-Reichmann  A, Riecke  J, eds. <i>Handbuch Sprache in der Geschichte (Handbuchreihe „Sprache und Wissen“ )</i>. Vol 8. de Gruyter; 2019:219–240.","ieee":"B.-M. Schuster, “Sprachgeschichte als Geschichte von Texten,” in <i>Handbuch Sprache in der Geschichte (Handbuchreihe „Sprache und Wissen“ )</i>, vol. 8, J. Bär, A. Lobenstein-Reichmann , and J. Riecke , Eds. Berlin/Boston: de Gruyter, 2019, pp. 219–240.","apa":"Schuster, B.-M. (2019). Sprachgeschichte als Geschichte von Texten. In J. Bär, A. Lobenstein-Reichmann , &#38; J. Riecke  (Eds.), <i>Handbuch Sprache in der Geschichte (Handbuchreihe „Sprache und Wissen“ )</i> (Vol. 8, pp. 219–240). de Gruyter.","chicago":"Schuster, Britt-Marie. “Sprachgeschichte als Geschichte von Texten.” In <i>Handbuch Sprache in der Geschichte (Handbuchreihe „Sprache und Wissen“ )</i>, edited by Jochen Bär, Anja Lobenstein-Reichmann , and Jörg  Riecke , 8:219–240. Berlin/Boston: de Gruyter, 2019.","short":"B.-M. Schuster, in: J. Bär, A. Lobenstein-Reichmann , J. Riecke  (Eds.), Handbuch Sprache in der Geschichte (Handbuchreihe „Sprache und Wissen“ ), de Gruyter, Berlin/Boston, 2019, pp. 219–240."},"publication":"Handbuch Sprache in der Geschichte (Handbuchreihe „Sprache und Wissen“ )","date_created":"2022-05-09T13:12:30Z","place":"Berlin/Boston","department":[{"_id":"745"}],"keyword":["Textsortengeschichte"],"type":"book_chapter"},{"date_updated":"2023-10-12T13:22:26Z","title":"Nähesprachliche Prozeduren in der Distanzkommunikation","year":"2019","status":"public","author":[{"last_name":"Schuster","first_name":"Britt-Marie","full_name":"Schuster, Britt-Marie","id":"17386"}],"user_id":"17386","editor":[{"last_name":"Lehnen","first_name":"Katrin","full_name":"Lehnen, Katrin"},{"full_name":"Pohl, Thorsten","first_name":"Thorsten","last_name":"Pohl"},{"full_name":"Rezat, Sara","last_name":"Rezat","first_name":"Sara"},{"full_name":"Steinhoff, Torsten","first_name":"Torsten","last_name":"Steinhoff"},{"full_name":"Steinseifer , Martin ","first_name":"Martin ","last_name":"Steinseifer "}],"page":"S. 221–224","language":[{"iso":"ger"}],"_id":"31136","publisher":"universi","publication":"Feilke Revisited. 60 Stellenbesuche","citation":{"bibtex":"@inbook{Schuster_2019, place={Siegen}, title={Nähesprachliche Prozeduren in der Distanzkommunikation}, booktitle={Feilke Revisited. 60 Stellenbesuche}, publisher={universi}, author={Schuster, Britt-Marie}, editor={Lehnen, Katrin and Pohl, Thorsten and Rezat, Sara and Steinhoff, Torsten and Steinseifer , Martin }, year={2019}, pages={S. 221–224} }","short":"B.-M. Schuster, in: K. Lehnen, T. Pohl, S. Rezat, T. Steinhoff, M. Steinseifer  (Eds.), Feilke Revisited. 60 Stellenbesuche, universi, Siegen, 2019, p. S. 221–224.","ama":"Schuster B-M. Nähesprachliche Prozeduren in der Distanzkommunikation. In: Lehnen K, Pohl T, Rezat S, Steinhoff T, Steinseifer  M, eds. <i>Feilke Revisited. 60 Stellenbesuche</i>. universi; 2019:S. 221–224.","chicago":"Schuster, Britt-Marie. “Nähesprachliche Prozeduren in der Distanzkommunikation.” In <i>Feilke Revisited. 60 Stellenbesuche</i>, edited by Katrin Lehnen, Thorsten Pohl, Sara Rezat, Torsten Steinhoff, and Martin  Steinseifer , S. 221–224. Siegen: universi, 2019.","ieee":"B.-M. Schuster, “Nähesprachliche Prozeduren in der Distanzkommunikation,” in <i>Feilke Revisited. 60 Stellenbesuche</i>, K. Lehnen, T. Pohl, S. Rezat, T. Steinhoff, and M. Steinseifer , Eds. Siegen: universi, 2019, p. S. 221–224.","mla":"Schuster, Britt-Marie. “Nähesprachliche Prozeduren in der Distanzkommunikation.” <i>Feilke Revisited. 60 Stellenbesuche</i>, edited by Katrin Lehnen et al., universi, 2019, p. S. 221–224.","apa":"Schuster, B.-M. (2019). Nähesprachliche Prozeduren in der Distanzkommunikation. In K. Lehnen, T. Pohl, S. Rezat, T. Steinhoff, &#38; M. Steinseifer  (Eds.), <i>Feilke Revisited. 60 Stellenbesuche</i> (p. S. 221–224). universi."},"keyword":["Kommunikationsgeschichte"],"type":"book_chapter","department":[{"_id":"745"}],"place":"Siegen","date_created":"2022-05-09T13:10:10Z"},{"date_created":"2023-08-04T07:43:30Z","department":[{"_id":"34"},{"_id":"819"}],"type":"book_chapter","citation":{"ieee":"P. Kerschke and H. Trautmann, “Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-package flacco,” in <i>Applications in Statistical Computing</i>, N. Bauer, K. Ickstadt, K. Lübke, G. Szepannek, H. Trautmann, and M. Vichi, Eds. Springer, 2019, pp. 93–123.","apa":"Kerschke, P., &#38; Trautmann, H. (2019). Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-package flacco. In N. Bauer, K. Ickstadt, K. Lübke, G. Szepannek, H. Trautmann, &#38; M. Vichi (Eds.), <i>Applications in Statistical Computing</i> (pp. 93–123). Springer. <a href=\"https://doi.org/10.1007/978-3-030-25147-5_7\">https://doi.org/10.1007/978-3-030-25147-5_7</a>","chicago":"Kerschke, Pascal, and Heike Trautmann. “Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-Package Flacco.” In <i>Applications in Statistical Computing</i>, edited by Nadja Bauer, Katja Ickstadt, Karsten Lübke, Gero Szepannek, Heike Trautmann, and Maurizio Vichi, 93–123. Springer, 2019. <a href=\"https://doi.org/10.1007/978-3-030-25147-5_7\">https://doi.org/10.1007/978-3-030-25147-5_7</a>.","short":"P. Kerschke, H. Trautmann, in: N. Bauer, K. Ickstadt, K. Lübke, G. Szepannek, H. Trautmann, M. Vichi (Eds.), Applications in Statistical Computing, Springer, 2019, pp. 93–123.","mla":"Kerschke, Pascal, and Heike Trautmann. “Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-Package Flacco.” <i>Applications in Statistical Computing</i>, edited by Nadja Bauer et al., Springer, 2019, pp. 93–123, doi:<a href=\"https://doi.org/10.1007/978-3-030-25147-5_7\">10.1007/978-3-030-25147-5_7</a>.","bibtex":"@inbook{Kerschke_Trautmann_2019, title={Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-package flacco}, DOI={<a href=\"https://doi.org/10.1007/978-3-030-25147-5_7\">10.1007/978-3-030-25147-5_7</a>}, booktitle={Applications in Statistical Computing}, publisher={Springer}, author={Kerschke, Pascal and Trautmann, Heike}, editor={Bauer, Nadja and Ickstadt, Katja and Lübke, Karsten and Szepannek, Gero and Trautmann, Heike and Vichi, Maurizio}, year={2019}, pages={93–123} }","ama":"Kerschke P, Trautmann H. Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-package flacco. In: Bauer N, Ickstadt K, Lübke K, Szepannek G, Trautmann H, Vichi M, eds. <i>Applications in Statistical Computing</i>. Springer; 2019:93–123. doi:<a href=\"https://doi.org/10.1007/978-3-030-25147-5_7\">10.1007/978-3-030-25147-5_7</a>"},"publication":"Applications in Statistical Computing","abstract":[{"lang":"eng","text":"Choosing the best-performing optimizer(s) out of a portfolio of optimization algorithms is usually a difficult and complex task. It gets even worse, if the underlying functions are unknown, i.e., so-called black-box problems, and function evaluations are considered to be expensive. In case of continuous single-objective optimization problems, exploratory landscape analysis (ELA), a sophisticated and effective approach for characterizing the landscapes of such problems by means of numerical values before actually performing the optimization task itself, is advantageous. Unfortunately, until now it has been quite complicated to compute multiple ELA features simultaneously, as the corresponding code has been—if at all—spread across multiple platforms or at least across several packages within these platforms. This article presents a broad summary of existing ELA approaches and introduces flacco, an R-package for feature-based landscape analysis of continuous and constrained optimization problems. Although its functions neither solve the optimization problem itself nor the related algorithm selection problem (ASP), it offers easy access to an essential ingredient of the ASP by providing a wide collection of ELA features on a single platform—even within a single package. In addition, flacco provides multiple visualization techniques, which enhance the understanding of some of these numerical features, and thereby make certain landscape properties more comprehensible. On top of that, we will introduce the package’s built-in, as well as web-hosted and hence platform-independent, graphical user interface (GUI). It facilitates the usage of the package—especially for people who are not familiar with R—and thus makes flacco a very convenient toolbox when working towards algorithm selection of continuous single-objective optimization problems."}],"_id":"46336","language":[{"iso":"eng"}],"publisher":"Springer","page":"93–123","editor":[{"full_name":"Bauer, Nadja","first_name":"Nadja","last_name":"Bauer"},{"first_name":"Katja","last_name":"Ickstadt","full_name":"Ickstadt, Katja"},{"last_name":"Lübke","first_name":"Karsten","full_name":"Lübke, Karsten"},{"first_name":"Gero","last_name":"Szepannek","full_name":"Szepannek, Gero"},{"full_name":"Trautmann, Heike","last_name":"Trautmann","first_name":"Heike"},{"full_name":"Vichi, Maurizio","last_name":"Vichi","first_name":"Maurizio"}],"doi":"10.1007/978-3-030-25147-5_7","user_id":"15504","author":[{"first_name":"Pascal","last_name":"Kerschke","full_name":"Kerschke, Pascal"},{"first_name":"Heike","orcid":"0000-0002-9788-8282","last_name":"Trautmann","full_name":"Trautmann, Heike","id":"100740"}],"year":"2019","title":"Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-package flacco","status":"public","date_updated":"2023-10-16T13:08:22Z"},{"language":[{"iso":"eng"}],"_id":"46335","series_title":"Studies in Classification, Data Analysis, and Knowledge Organization","publisher":"Springer International Publishing","user_id":"15504","publication_identifier":{"isbn":["978-3-030-25147-5"]},"author":[{"id":"100740","last_name":"Trautmann","orcid":"0000-0002-9788-8282","first_name":"Heike","full_name":"Trautmann, Heike"}],"status":"public","year":"2019","title":"Applications in Statistical Computing — From Music Data Analysis to Industrial Quality Improvement","date_updated":"2023-10-16T13:07:21Z","date_created":"2023-08-04T07:43:09Z","department":[{"_id":"34"},{"_id":"819"}],"type":"book","citation":{"ieee":"H. Trautmann, <i>Applications in Statistical Computing — From Music Data Analysis to Industrial Quality Improvement</i>. Springer International Publishing, 2019.","mla":"Trautmann, Heike. <i>Applications in Statistical Computing — From Music Data Analysis to Industrial Quality Improvement</i>. Springer International Publishing, 2019.","apa":"Trautmann, H. (2019). <i>Applications in Statistical Computing — From Music Data Analysis to Industrial Quality Improvement</i>. Springer International Publishing.","bibtex":"@book{Trautmann_2019, series={Studies in Classification, Data Analysis, and Knowledge Organization}, title={Applications in Statistical Computing — From Music Data Analysis to Industrial Quality Improvement}, publisher={Springer International Publishing}, author={Trautmann, Heike}, year={2019}, collection={Studies in Classification, Data Analysis, and Knowledge Organization} }","chicago":"Trautmann, Heike. <i>Applications in Statistical Computing — From Music Data Analysis to Industrial Quality Improvement</i>. Studies in Classification, Data Analysis, and Knowledge Organization. Springer International Publishing, 2019.","ama":"Trautmann H. <i>Applications in Statistical Computing — From Music Data Analysis to Industrial Quality Improvement</i>. Springer International Publishing; 2019.","short":"H. Trautmann, Applications in Statistical Computing — From Music Data Analysis to Industrial Quality Improvement, Springer International Publishing, 2019."}},{"date_created":"2023-08-04T07:51:18Z","department":[{"_id":"34"},{"_id":"819"}],"type":"journal_article","citation":{"short":"P. Kerschke, H. Trautmann, Evolutionary Computation (ECJ) 27 (2019) 99–127.","chicago":"Kerschke, Pascal, and Heike Trautmann. “Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning.” <i>Evolutionary Computation (ECJ)</i> 27, no. 1 (2019): 99–127. <a href=\"https://doi.org/10.1162/evco_a_00236\">https://doi.org/10.1162/evco_a_00236</a>.","apa":"Kerschke, P., &#38; Trautmann, H. (2019). Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning. <i>Evolutionary Computation (ECJ)</i>, <i>27</i>(1), 99–127. <a href=\"https://doi.org/10.1162/evco_a_00236\">https://doi.org/10.1162/evco_a_00236</a>","ieee":"P. Kerschke and H. Trautmann, “Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning,” <i>Evolutionary Computation (ECJ)</i>, vol. 27, no. 1, pp. 99–127, 2019, doi: <a href=\"https://doi.org/10.1162/evco_a_00236\">10.1162/evco_a_00236</a>.","ama":"Kerschke P, Trautmann H. Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning. <i>Evolutionary Computation (ECJ)</i>. 2019;27(1):99–127. doi:<a href=\"https://doi.org/10.1162/evco_a_00236\">10.1162/evco_a_00236</a>","bibtex":"@article{Kerschke_Trautmann_2019, title={Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning}, volume={27}, DOI={<a href=\"https://doi.org/10.1162/evco_a_00236\">10.1162/evco_a_00236</a>}, number={1}, journal={Evolutionary Computation (ECJ)}, author={Kerschke, Pascal and Trautmann, Heike}, year={2019}, pages={99–127} }","mla":"Kerschke, Pascal, and Heike Trautmann. “Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning.” <i>Evolutionary Computation (ECJ)</i>, vol. 27, no. 1, 2019, pp. 99–127, doi:<a href=\"https://doi.org/10.1162/evco_a_00236\">10.1162/evco_a_00236</a>."},"publication":"Evolutionary Computation (ECJ)","issue":"1","abstract":[{"lang":"eng","text":"In this article, we build upon previous work on designing informative and efficient Exploratory Landscape Analysis features for characterizing problems' landscapes and show their effectiveness in automatically constructing algorithm selection models in continuous black-box optimization problems. Focusing on algorithm performance results of the COCO platform of several years, we construct a representative set of high-performing complementary solvers and present an algorithm selection model that, compared to the portfolio's single best solver, on average requires less than half of the resources for solving a given problem. Therefore, there is a huge gain in efficiency compared to classical ensemble methods combined with an increased insight into problem characteristics and algorithm properties by using informative features. The model acts on the assumption that the function set of the Black-Box Optimization Benchmark is representative enough for practical applications. The model allows for selecting the best suited optimization algorithm within the considered set for unseen problems prior to the optimization itself based on a small sample of function evaluations. Note that such a sample can even be reused for the initial population of an evolutionary (optimization) algorithm so that even the feature costs become negligible."}],"_id":"46346","language":[{"iso":"eng"}],"page":"99–127","volume":27,"user_id":"15504","doi":"10.1162/evco_a_00236","author":[{"first_name":"Pascal","last_name":"Kerschke","full_name":"Kerschke, Pascal"},{"id":"100740","first_name":"Heike","orcid":"0000-0002-9788-8282","last_name":"Trautmann","full_name":"Trautmann, Heike"}],"year":"2019","title":"Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning","status":"public","intvolume":"        27","date_updated":"2023-10-16T13:31:57Z"},{"year":"2019","title":"Search Dynamics on Multimodal Multi-Objective Problems","status":"public","author":[{"full_name":"Kerschke, Pascal","last_name":"Kerschke","first_name":"Pascal"},{"first_name":"Hao","last_name":"Wang","full_name":"Wang, Hao"},{"full_name":"Preuss, Mike","last_name":"Preuss","first_name":"Mike"},{"full_name":"Grimme, Christian","last_name":"Grimme","first_name":"Christian"},{"last_name":"Deutz","first_name":"André","full_name":"Deutz, André"},{"id":"100740","last_name":"Trautmann","orcid":"0000-0002-9788-8282","first_name":"Heike","full_name":"Trautmann, Heike"},{"first_name":"Michael","last_name":"Emmerich","full_name":"Emmerich, Michael"}],"date_updated":"2023-10-16T13:32:18Z","intvolume":"        27","page":"577–609","language":[{"iso":"eng"}],"_id":"46347","doi":"10.1162/evco_a_00234","user_id":"15504","volume":27,"publication":"Evolutionary Computation (ECJ)","issue":"4","citation":{"mla":"Kerschke, Pascal, et al. “Search Dynamics on Multimodal Multi-Objective Problems.” <i>Evolutionary Computation (ECJ)</i>, vol. 27, no. 4, 2019, pp. 577–609, doi:<a href=\"https://doi.org/10.1162/evco_a_00234\">10.1162/evco_a_00234</a>.","ama":"Kerschke P, Wang H, Preuss M, et al. Search Dynamics on Multimodal Multi-Objective Problems. <i>Evolutionary Computation (ECJ)</i>. 2019;27(4):577–609. doi:<a href=\"https://doi.org/10.1162/evco_a_00234\">10.1162/evco_a_00234</a>","bibtex":"@article{Kerschke_Wang_Preuss_Grimme_Deutz_Trautmann_Emmerich_2019, title={Search Dynamics on Multimodal Multi-Objective Problems}, volume={27}, DOI={<a href=\"https://doi.org/10.1162/evco_a_00234\">10.1162/evco_a_00234</a>}, number={4}, journal={Evolutionary Computation (ECJ)}, author={Kerschke, Pascal and Wang, Hao and Preuss, Mike and Grimme, Christian and Deutz, André and Trautmann, Heike and Emmerich, Michael}, year={2019}, pages={577–609} }","apa":"Kerschke, P., Wang, H., Preuss, M., Grimme, C., Deutz, A., Trautmann, H., &#38; Emmerich, M. (2019). Search Dynamics on Multimodal Multi-Objective Problems. <i>Evolutionary Computation (ECJ)</i>, <i>27</i>(4), 577–609. <a href=\"https://doi.org/10.1162/evco_a_00234\">https://doi.org/10.1162/evco_a_00234</a>","ieee":"P. Kerschke <i>et al.</i>, “Search Dynamics on Multimodal Multi-Objective Problems,” <i>Evolutionary Computation (ECJ)</i>, vol. 27, no. 4, pp. 577–609, 2019, doi: <a href=\"https://doi.org/10.1162/evco_a_00234\">10.1162/evco_a_00234</a>.","short":"P. Kerschke, H. Wang, M. Preuss, C. Grimme, A. Deutz, H. Trautmann, M. Emmerich, Evolutionary Computation (ECJ) 27 (2019) 577–609.","chicago":"Kerschke, Pascal, Hao Wang, Mike Preuss, Christian Grimme, André Deutz, Heike Trautmann, and Michael Emmerich. “Search Dynamics on Multimodal Multi-Objective Problems.” <i>Evolutionary Computation (ECJ)</i> 27, no. 4 (2019): 577–609. <a href=\"https://doi.org/10.1162/evco_a_00234\">https://doi.org/10.1162/evco_a_00234</a>."},"abstract":[{"text":"We continue recent work on the definition of multimodality in multiobjective optimization (MO) and the introduction of a test bed for multimodal MO problems. This goes beyond well-known diversity maintenance approaches but instead focuses on the landscape topology induced by the objective functions. More general multimodal MO problems are considered by allowing ellipsoid contours for single-objective subproblems. An experimental analysis compares two MO algorithms, one that explicitly relies on hypervolume gradient approximation, and one that is based on local search, both on a selection of generated example problems. We do not focus on performance but on the interaction induced by the problems and algorithms, which can be described by means of specific characteristics explicitly designed for the multimodal MO setting. Furthermore, we widen the scope of our analysis by additionally applying visualization techniques in the decision space. This strengthens and extends the foundations for Exploratory Landscape Analysis (ELA) in MO.","lang":"eng"}],"date_created":"2023-08-04T07:52:06Z","type":"journal_article","department":[{"_id":"34"},{"_id":"819"}]},{"editor":[{"last_name":"Brinkmann","first_name":"Frank Thomas","full_name":"Brinkmann, Frank Thomas"},{"full_name":"Hammann, Johanna","last_name":"Hammann","first_name":"Johanna"}],"user_id":"90934","_id":"48472","publisher":"Springer VS","language":[{"iso":"ger"}],"page":"45-66","date_updated":"2023-10-25T11:33:16Z","author":[{"id":"20747","last_name":"Jacke","first_name":"Christoph","full_name":"Jacke, Christoph"},{"full_name":"Mendívil, Julio","first_name":"Julio","last_name":"Mendívil"}],"year":"2019","title":"Heimat 2.0. Über Konstruktionen und Imaginationen von Beheimatung in der deutschsprachigen Schlagermusik.","status":"public","department":[{"_id":"607"}],"type":"book_chapter","date_created":"2023-10-25T11:32:41Z","place":"Wiesbaden","citation":{"apa":"Jacke, C., &#38; Mendívil, J. (2019). Heimat 2.0. Über Konstruktionen und Imaginationen von Beheimatung in der deutschsprachigen Schlagermusik. In F. T. Brinkmann &#38; J. Hammann (Eds.), <i>Heimatgedanken. Theologische und kulturwissenschaftliche Beiträge</i> (pp. 45–66). Springer VS.","ieee":"C. Jacke and J. Mendívil, “Heimat 2.0. Über Konstruktionen und Imaginationen von Beheimatung in der deutschsprachigen Schlagermusik.,” in <i>Heimatgedanken. Theologische und kulturwissenschaftliche Beiträge</i>, F. T. Brinkmann and J. Hammann, Eds. Wiesbaden: Springer VS, 2019, pp. 45–66.","chicago":"Jacke, Christoph, and Julio Mendívil. “Heimat 2.0. Über Konstruktionen und Imaginationen von Beheimatung in der deutschsprachigen Schlagermusik.” In <i>Heimatgedanken. Theologische und kulturwissenschaftliche Beiträge</i>, edited by Frank Thomas Brinkmann and Johanna Hammann, 45–66. Wiesbaden: Springer VS, 2019.","short":"C. Jacke, J. Mendívil, in: F.T. Brinkmann, J. Hammann (Eds.), Heimatgedanken. Theologische und kulturwissenschaftliche Beiträge, Springer VS, Wiesbaden, 2019, pp. 45–66.","mla":"Jacke, Christoph, and Julio Mendívil. “Heimat 2.0. Über Konstruktionen und Imaginationen von Beheimatung in der deutschsprachigen Schlagermusik.” <i>Heimatgedanken. Theologische und kulturwissenschaftliche Beiträge</i>, edited by Frank Thomas Brinkmann and Johanna Hammann, Springer VS, 2019, pp. 45–66.","ama":"Jacke C, Mendívil J. Heimat 2.0. Über Konstruktionen und Imaginationen von Beheimatung in der deutschsprachigen Schlagermusik. In: Brinkmann FT, Hammann J, eds. <i>Heimatgedanken. Theologische und kulturwissenschaftliche Beiträge</i>. Springer VS; 2019:45-66.","bibtex":"@inbook{Jacke_Mendívil_2019, place={Wiesbaden}, title={Heimat 2.0. Über Konstruktionen und Imaginationen von Beheimatung in der deutschsprachigen Schlagermusik.}, booktitle={Heimatgedanken. Theologische und kulturwissenschaftliche Beiträge}, publisher={Springer VS}, author={Jacke, Christoph and Mendívil, Julio}, editor={Brinkmann, Frank Thomas and Hammann, Johanna}, year={2019}, pages={45–66} }"},"publication":"Heimatgedanken. Theologische und kulturwissenschaftliche Beiträge"},{"date_updated":"2023-10-25T11:09:37Z","corporate_editor":["Tapete Records"],"author":[{"id":"20747","full_name":"Jacke, Christoph","first_name":"Christoph","last_name":"Jacke"}],"status":"public","year":"2019","title":"Politik, Coolness und Tanzbarkeit müssen kein Widerspruch sein: Eine Ent-Täuschung zur Bedeutung der Sterne.","alternative_title":["Liner Notes. Box-Set."],"user_id":"90934","_id":"48467","publisher":"Tapete Records","language":[{"iso":"ger"}],"citation":{"apa":"Jacke, C. (2019). Politik, Coolness und Tanzbarkeit müssen kein Widerspruch sein: Eine Ent-Täuschung zur Bedeutung der Sterne. In Tapete Records (Ed.), <i>Die Sterne: Anfang verpasst. 1992-1999.</i> Tapete Records.","ieee":"C. Jacke, “Politik, Coolness und Tanzbarkeit müssen kein Widerspruch sein: Eine Ent-Täuschung zur Bedeutung der Sterne.,” in <i>Die Sterne: Anfang verpasst. 1992-1999.</i>, Tapete Records, Ed. Hamburg: Tapete Records, 2019.","chicago":"Jacke, Christoph. “Politik, Coolness und Tanzbarkeit müssen kein Widerspruch sein: Eine Ent-Täuschung zur Bedeutung der Sterne.” In <i>Die Sterne: Anfang verpasst. 1992-1999.</i>, edited by Tapete Records. Hamburg: Tapete Records, 2019.","short":"C. Jacke, in: Tapete Records (Ed.), Die Sterne: Anfang verpasst. 1992-1999., Tapete Records, Hamburg, 2019.","mla":"Jacke, Christoph. “Politik, Coolness und Tanzbarkeit müssen kein Widerspruch sein: Eine Ent-Täuschung zur Bedeutung der Sterne.” <i>Die Sterne: Anfang verpasst. 1992-1999.</i>, edited by Tapete Records, Tapete Records, 2019.","ama":"Jacke C. Politik, Coolness und Tanzbarkeit müssen kein Widerspruch sein: Eine Ent-Täuschung zur Bedeutung der Sterne. In: Tapete Records, ed. <i>Die Sterne: Anfang verpasst. 1992-1999.</i> Tapete Records; 2019.","bibtex":"@inbook{Jacke_2019, place={Hamburg}, title={Politik, Coolness und Tanzbarkeit müssen kein Widerspruch sein: Eine Ent-Täuschung zur Bedeutung der Sterne.}, booktitle={Die Sterne: Anfang verpasst. 1992-1999.}, publisher={Tapete Records}, author={Jacke, Christoph}, editor={Tapete Records}, year={2019} }"},"publication":"Die Sterne: Anfang verpasst. 1992-1999.","department":[{"_id":"607"}],"type":"book_chapter","date_created":"2023-10-25T11:08:52Z","place":"Hamburg"},{"_id":"48473","language":[{"iso":"ger"}],"page":"106","volume":384,"user_id":"90934","author":[{"full_name":"Jacke, Christoph","last_name":"Jacke","first_name":"Christoph","id":"20747"}],"year":"2019","status":"public","title":"Spex. Ausgaben 7/1995 und 8/1995.","intvolume":"       384","date_updated":"2023-10-25T11:35:19Z","date_created":"2023-10-25T11:35:07Z","department":[{"_id":"607"}],"type":"journal_article","citation":{"short":"C. Jacke, Spex. Magazin für Popkultur. 384 (2019) 106.","chicago":"Jacke, Christoph. “Spex. Ausgaben 7/1995 und 8/1995.” <i>Spex. Magazin für Popkultur.</i> 384 (2019): 106.","apa":"Jacke, C. (2019). Spex. Ausgaben 7/1995 und 8/1995. <i>Spex. Magazin für Popkultur.</i>, <i>384</i>, 106.","ieee":"C. Jacke, “Spex. Ausgaben 7/1995 und 8/1995.,” <i>Spex. Magazin für Popkultur.</i>, vol. 384, p. 106, 2019.","ama":"Jacke C. Spex. Ausgaben 7/1995 und 8/1995. <i>Spex Magazin für Popkultur</i>. 2019;384:106.","bibtex":"@article{Jacke_2019, title={Spex. Ausgaben 7/1995 und 8/1995.}, volume={384}, journal={Spex. Magazin für Popkultur.}, author={Jacke, Christoph}, year={2019}, pages={106} }","mla":"Jacke, Christoph. “Spex. Ausgaben 7/1995 und 8/1995.” <i>Spex. Magazin für Popkultur.</i>, vol. 384, 2019, p. 106."},"publication":"Spex. Magazin für Popkultur."}]