[{"date_created":"2023-06-09T05:13:44Z","file":[{"content_type":"application/pdf","file_id":"45556","file_size":376087,"access_level":"local","file_name":"Teaching Technologies_Continuous interplay between educational and industrial advances_JonasAhrend_Vernholz_Temmen.pdf","date_updated":"2023-06-21T13:23:30Z","relation":"main_file","date_created":"2023-06-09T05:24:00Z","creator":"maver001"}],"department":[{"_id":"300"}],"type":"book_chapter","publication":"Teacher Education in the Wake of Covid-19 ","abstract":[{"text":"The field of teaching technologies is in constant interplay between educational and industrial advances. Since the beginning of the twenty-first century, digitalization and automatization have become increasingly important. In industrial and social life, we see similar fast-moving developments. These factors challenge education, specifically vocational education, greatly, and raise two very different, yet very much connected questions: how to prepare students for their vocational lives and how to prepare teachers to communicate the necessary competencies to their students? This chapter provides an overview of advances, challenges, and possible solutions, focusing on the three key fields of vocational education in Germany: Industry 4.0, Education 4.0, and innovative teacher education. Most importantly, however, the text examines the continuous interplay between and among these fields. The beginning of the chapter is dedicated to vocational teacher education, in accordance with industrial and educational advances. Specifying this, characteristics of Industry 4.0, as well as students' and teachers' perceptions of Industry 4.0, are discussed. This is followed by an introduction to the concept of so-called learning factories as a possible way of integrating aspects of Industry 4.0 in German vocational schools. The end of the chapter is dedicated to the required changes in educational settings today and in the future. Though Industry 4.0, Education 4.0, and innovative teacher education are each widely discussed in the current literature, the interplay of all three fields reveals a research gap. This chapter tries to close this gap and provide an important contribution to the research field.","lang":"eng"}],"language":[{"iso":"eng"}],"series_title":"Advances in Research on Teaching, Vol.41","doi":"10.1108/s1479-368720230000041019","author":[{"full_name":"Jonas-Ahrend, Gabriela","first_name":"Gabriela","orcid":"0000-0003-3898-954X","last_name":"Jonas-Ahrend","id":"77633"},{"first_name":"Mats","orcid":"0000-0001-5175-357X","last_name":"Vernholz","full_name":"Vernholz, Mats","id":"76955"},{"full_name":"Temmen, Katrin","first_name":"Katrin","last_name":"Temmen","id":"30086"}],"publication_identifier":{"isbn":["9781804554630"],"issn":["1479-3687"]},"year":"2023","title":"Teaching Technologies: Continuous Interplay Between Educational and Industrial Advances","intvolume":"        41","date_updated":"2023-06-21T13:23:31Z","publication_status":"published","place":"Bingley","citation":{"mla":"Jonas-Ahrend, Gabriela, et al. “Teaching Technologies: Continuous Interplay Between Educational and Industrial Advances.” <i>Teacher Education in the Wake of Covid-19 </i>, edited by Cheryl J. Craig et al., vol. 41, Emerald Publishing Limited, 2023, pp. 175–91, doi:<a href=\"https://doi.org/10.1108/s1479-368720230000041019\">10.1108/s1479-368720230000041019</a>.","bibtex":"@inbook{Jonas-Ahrend_Vernholz_Temmen_2023, place={Bingley}, series={Advances in Research on Teaching, Vol.41}, title={Teaching Technologies: Continuous Interplay Between Educational and Industrial Advances}, volume={41}, DOI={<a href=\"https://doi.org/10.1108/s1479-368720230000041019\">10.1108/s1479-368720230000041019</a>}, booktitle={Teacher Education in the Wake of Covid-19 }, publisher={Emerald Publishing Limited}, author={Jonas-Ahrend, Gabriela and Vernholz, Mats and Temmen, Katrin}, editor={Craig, Cheryl J. and Mena, Juanjo and Kane, Ruth G.}, year={2023}, pages={175–191}, collection={Advances in Research on Teaching, Vol.41} }","ama":"Jonas-Ahrend G, Vernholz M, Temmen K. Teaching Technologies: Continuous Interplay Between Educational and Industrial Advances. In: Craig CJ, Mena J, Kane RG, eds. <i>Teacher Education in the Wake of Covid-19 </i>. Vol 41. Advances in Research on Teaching, Vol.41. Emerald Publishing Limited; 2023:175-191. doi:<a href=\"https://doi.org/10.1108/s1479-368720230000041019\">10.1108/s1479-368720230000041019</a>","ieee":"G. Jonas-Ahrend, M. Vernholz, and K. Temmen, “Teaching Technologies: Continuous Interplay Between Educational and Industrial Advances,” in <i>Teacher Education in the Wake of Covid-19 </i>, vol. 41, C. J. Craig, J. Mena, and R. G. Kane, Eds. Bingley: Emerald Publishing Limited, 2023, pp. 175–191.","apa":"Jonas-Ahrend, G., Vernholz, M., &#38; Temmen, K. (2023). Teaching Technologies: Continuous Interplay Between Educational and Industrial Advances. In C. J. Craig, J. Mena, &#38; R. G. Kane (Eds.), <i>Teacher Education in the Wake of Covid-19 </i> (Vol. 41, pp. 175–191). Emerald Publishing Limited. <a href=\"https://doi.org/10.1108/s1479-368720230000041019\">https://doi.org/10.1108/s1479-368720230000041019</a>","chicago":"Jonas-Ahrend, Gabriela, Mats Vernholz, and Katrin Temmen. “Teaching Technologies: Continuous Interplay Between Educational and Industrial Advances.” In <i>Teacher Education in the Wake of Covid-19 </i>, edited by Cheryl J. Craig, Juanjo Mena, and Ruth G. Kane, 41:175–91. Advances in Research on Teaching, Vol.41. Bingley: Emerald Publishing Limited, 2023. <a href=\"https://doi.org/10.1108/s1479-368720230000041019\">https://doi.org/10.1108/s1479-368720230000041019</a>.","short":"G. Jonas-Ahrend, M. Vernholz, K. Temmen, in: C.J. Craig, J. Mena, R.G. Kane (Eds.), Teacher Education in the Wake of Covid-19 , Emerald Publishing Limited, Bingley, 2023, pp. 175–191."},"file_date_updated":"2023-06-21T13:23:30Z","_id":"45552","publisher":"Emerald Publishing Limited","page":"175-191","editor":[{"last_name":"Craig","first_name":"Cheryl J.","full_name":"Craig, Cheryl J."},{"full_name":"Mena, Juanjo","last_name":"Mena","first_name":"Juanjo"},{"full_name":"Kane, Ruth G.","last_name":"Kane","first_name":"Ruth G."}],"volume":41,"ddc":["370","600"],"user_id":"76955","status":"public","has_accepted_license":"1"},{"author":[{"full_name":"Häsel-Weide, Uta","last_name":"Häsel-Weide","first_name":"Uta","id":"60267"}],"title":" Inklusiver Mathematikunterricht. Mathematiklernen in Vielfalt von Kompetenzen, Wegen und Lernsituationen","status":"public","year":"2023","date_updated":"2023-06-22T09:34:13Z","_id":"45712","language":[{"iso":"ger"}],"publisher":"Friedrich Verlag","page":"6-11","user_id":"44184","citation":{"mla":"Häsel-Weide, Uta. “ Inklusiver Mathematikunterricht. Mathematiklernen in Vielfalt von Kompetenzen, Wegen und Lernsituationen.” <i>Die Grundschulzeitschrift</i>, no. 339, Friedrich Verlag, 2023, pp. 6–11.","ama":"Häsel-Weide U.  Inklusiver Mathematikunterricht. Mathematiklernen in Vielfalt von Kompetenzen, Wegen und Lernsituationen. <i>Die Grundschulzeitschrift</i>. 2023;(339):6-11.","bibtex":"@article{Häsel-Weide_2023, title={ Inklusiver Mathematikunterricht. Mathematiklernen in Vielfalt von Kompetenzen, Wegen und Lernsituationen}, number={339}, journal={Die Grundschulzeitschrift}, publisher={Friedrich Verlag}, author={Häsel-Weide, Uta}, year={2023}, pages={6–11} }","apa":"Häsel-Weide, U. (2023).  Inklusiver Mathematikunterricht. Mathematiklernen in Vielfalt von Kompetenzen, Wegen und Lernsituationen. <i>Die Grundschulzeitschrift</i>, <i>339</i>, 6–11.","ieee":"U. Häsel-Weide, “ Inklusiver Mathematikunterricht. Mathematiklernen in Vielfalt von Kompetenzen, Wegen und Lernsituationen,” <i>Die Grundschulzeitschrift</i>, no. 339, pp. 6–11, 2023.","chicago":"Häsel-Weide, Uta. “ Inklusiver Mathematikunterricht. Mathematiklernen in Vielfalt von Kompetenzen, Wegen und Lernsituationen.” <i>Die Grundschulzeitschrift</i>, no. 339 (2023): 6–11.","short":"U. Häsel-Weide, Die Grundschulzeitschrift (2023) 6–11."},"publication":"Die Grundschulzeitschrift","issue":"339","related_material":{"link":[{"relation":"other","url":"https://www.friedrich-verlag.de/grundschule/die-grundschulzeitschrift/mathematikunterricht-inklusiv-5991"}]},"date_created":"2023-06-22T09:28:22Z","department":[{"_id":"543"}],"type":"journal_article"},{"issue":"339","publication":"Die Grundschulzeitschrift","citation":{"chicago":"Graf, Lara Marie, Inga Wienhues, and Uta Häsel-Weide. “Addition und Subtraktion verstehen.” <i>Die Grundschulzeitschrift</i>, no. 339 (2023): 20–23.","short":"L.M. Graf, I. Wienhues, U. Häsel-Weide, Die Grundschulzeitschrift (2023) 20–23.","ieee":"L. M. Graf, I. Wienhues, and U. Häsel-Weide, “Addition und Subtraktion verstehen,” <i>Die Grundschulzeitschrift</i>, no. 339, pp. 20–23, 2023.","apa":"Graf, L. M., Wienhues, I., &#38; Häsel-Weide, U. (2023). Addition und Subtraktion verstehen. <i>Die Grundschulzeitschrift</i>, <i>339</i>, 20–23.","bibtex":"@article{Graf_Wienhues_Häsel-Weide_2023, title={Addition und Subtraktion verstehen}, number={339}, journal={Die Grundschulzeitschrift}, publisher={Friedrich Verlag}, author={Graf, Lara Marie and Wienhues, Inga and Häsel-Weide, Uta}, year={2023}, pages={20–23} }","ama":"Graf LM, Wienhues I, Häsel-Weide U. Addition und Subtraktion verstehen. <i>Die Grundschulzeitschrift</i>. 2023;(339):20-23.","mla":"Graf, Lara Marie, et al. “Addition und Subtraktion verstehen.” <i>Die Grundschulzeitschrift</i>, no. 339, Friedrich Verlag, 2023, pp. 20–23."},"related_material":{"link":[{"url":"https://www.friedrich-verlag.de/grundschule/die-grundschulzeitschrift/mathematikunterricht-inklusiv-5991","relation":"other"}]},"date_created":"2023-06-22T09:33:59Z","type":"journal_article","department":[{"_id":"543"}],"status":"public","year":"2023","title":"Addition und Subtraktion verstehen","author":[{"full_name":"Graf, Lara Marie","first_name":"Lara Marie","last_name":"Graf","id":"89837"},{"full_name":"Wienhues, Inga","first_name":"Inga","last_name":"Wienhues","id":"61635"},{"full_name":"Häsel-Weide, Uta","last_name":"Häsel-Weide","first_name":"Uta","id":"60267"}],"date_updated":"2023-06-22T09:34:18Z","page":"20-23","_id":"45713","publisher":"Friedrich Verlag","language":[{"iso":"ger"}],"user_id":"44184"},{"date_updated":"2023-06-27T13:57:42Z","author":[{"first_name":"Khoren","last_name":"Grigoryan","full_name":"Grigoryan, Khoren"},{"id":"66731","full_name":"Fichtler, Timm","first_name":"Timm","orcid":"https://orcid.org/0000-0001-6034-4399","last_name":"Fichtler"},{"first_name":"Nick","last_name":"Schreiner","full_name":"Schreiner, Nick"},{"full_name":"Rabe, Martin","last_name":"Rabe","first_name":"Martin"},{"full_name":"Panzner, Melina","last_name":"Panzner","first_name":"Melina","id":"72658"},{"last_name":"Kühn","first_name":"Arno","full_name":"Kühn, Arno"},{"full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman","id":"16190"},{"last_name":"Koldewey","first_name":"Christian","orcid":"https://orcid.org/0000-0001-7992-6399","full_name":"Koldewey, Christian","id":"43136"}],"conference":{"name":"33rd CIRP Design Conference","location":"Sydney"},"title":"Data-Driven Product Management: A Practitioner-Driven Research Agenda","status":"public","year":"2023","user_id":"66731","language":[{"iso":"eng"}],"_id":"45793","abstract":[{"text":"The global megatrends of digitization and sustainability lead to new challenges for the design and management of technical products in industrial companies. Product management - as the bridge between market and company - has the task to absorb and combine the manifold requirements and make the right product-related decisions. In the process, product management is confronted with heterogeneous information, rapidly changing portfolio components, as well as increasing product, and organizational complexity. Combining and utilizing data from different sources, e.g., product usage data and social media data leads to promising potentials to improve the quality of product-related decisions. In this paper, we reinforce the need for data-driven product management as an interdisciplinary field of action. The state of data-driven product management in practice was analyzed by conducting workshops with six manufacturing companies and hosting a focus group meeting with experts from different industries. We investigate the expectations and derive requirements leading us to open research questions, a vision for data-driven product management, and a research agenda to shape future research efforts.","lang":"eng"}],"citation":{"bibtex":"@inproceedings{Grigoryan_Fichtler_Schreiner_Rabe_Panzner_Kühn_Dumitrescu_Koldewey_2023, title={Data-Driven Product Management: A Practitioner-Driven Research Agenda}, booktitle={Procedia CIRP 33}, author={Grigoryan, Khoren and Fichtler, Timm and Schreiner, Nick and Rabe, Martin and Panzner, Melina and Kühn, Arno and Dumitrescu, Roman and Koldewey, Christian}, year={2023} }","chicago":"Grigoryan, Khoren, Timm Fichtler, Nick Schreiner, Martin Rabe, Melina Panzner, Arno Kühn, Roman Dumitrescu, and Christian Koldewey. “Data-Driven Product Management: A Practitioner-Driven Research Agenda.” In <i>Procedia CIRP 33</i>, 2023.","ama":"Grigoryan K, Fichtler T, Schreiner N, et al. Data-Driven Product Management: A Practitioner-Driven Research Agenda. In: <i>Procedia CIRP 33</i>. ; 2023.","short":"K. Grigoryan, T. Fichtler, N. Schreiner, M. Rabe, M. Panzner, A. Kühn, R. Dumitrescu, C. Koldewey, in: Procedia CIRP 33, 2023.","ieee":"K. Grigoryan <i>et al.</i>, “Data-Driven Product Management: A Practitioner-Driven Research Agenda,” presented at the 33rd CIRP Design Conference, Sydney, 2023.","apa":"Grigoryan, K., Fichtler, T., Schreiner, N., Rabe, M., Panzner, M., Kühn, A., Dumitrescu, R., &#38; Koldewey, C. (2023). Data-Driven Product Management: A Practitioner-Driven Research Agenda. <i>Procedia CIRP 33</i>. 33rd CIRP Design Conference, Sydney.","mla":"Grigoryan, Khoren, et al. “Data-Driven Product Management: A Practitioner-Driven Research Agenda.” <i>Procedia CIRP 33</i>, 2023."},"publication":"Procedia CIRP 33","department":[{"_id":"563"},{"_id":"241"}],"type":"conference","keyword":["Product Management","Data Analytics","Data-Driven Design","Product-related data","Lifecycle Data","Tool-support"],"date_created":"2023-06-27T13:46:45Z"},{"keyword":["Digital Platform","Platform Strategy","Strategic Management","Platform Life Cycle","Interview Study","Business Model","Business-to-Business","Two-sided Market","Multi-sided Market"],"type":"conference","department":[{"_id":"563"}],"date_created":"2023-06-28T11:18:12Z","citation":{"apa":"Özcan, L., Fichtler, T., Kasten, B., Koldewey, C., &#38; Dumitrescu, R. (2023). <i>Interview Study on Strategy Options for Platform Operation in B2B Markets</i>. ISPIM Innovation Conference, Ljubljana.","ieee":"L. Özcan, T. Fichtler, B. Kasten, C. Koldewey, and R. Dumitrescu, “Interview Study on Strategy Options for Platform Operation in B2B Markets,” presented at the ISPIM Innovation Conference, Ljubljana, 2023.","short":"L. Özcan, T. Fichtler, B. Kasten, C. Koldewey, R. Dumitrescu, in: 2023.","chicago":"Özcan, Leon, Timm Fichtler, Benjamin Kasten, Christian Koldewey, and Roman Dumitrescu. “Interview Study on Strategy Options for Platform Operation in B2B Markets,” 2023.","mla":"Özcan, Leon, et al. <i>Interview Study on Strategy Options for Platform Operation in B2B Markets</i>. 2023.","ama":"Özcan L, Fichtler T, Kasten B, Koldewey C, Dumitrescu R. Interview Study on Strategy Options for Platform Operation in B2B Markets. In: ; 2023.","bibtex":"@inproceedings{Özcan_Fichtler_Kasten_Koldewey_Dumitrescu_2023, title={Interview Study on Strategy Options for Platform Operation in B2B Markets}, author={Özcan, Leon and Fichtler, Timm and Kasten, Benjamin and Koldewey, Christian and Dumitrescu, Roman}, year={2023} }"},"user_id":"66731","_id":"45812","language":[{"iso":"eng"}],"date_updated":"2023-06-28T11:18:31Z","title":"Interview Study on Strategy Options for Platform Operation in B2B Markets","status":"public","year":"2023","conference":{"location":"Ljubljana","name":"ISPIM Innovation Conference"},"author":[{"id":"45137","last_name":"Özcan","first_name":"Leon","full_name":"Özcan, Leon"},{"first_name":"Timm","orcid":"https://orcid.org/0000-0001-6034-4399","last_name":"Fichtler","full_name":"Fichtler, Timm","id":"66731"},{"full_name":"Kasten, Benjamin","last_name":"Kasten","first_name":"Benjamin"},{"first_name":"Christian","last_name":"Koldewey","orcid":"https://orcid.org/0000-0001-7992-6399","full_name":"Koldewey, Christian","id":"43136"},{"id":"16190","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman"}]},{"conference":{"end_date":"2023-06-01","start_date":"2023-05-28","name":"20th Extended Semantic Web Conference","location":"Hersonissos, Crete, Greece"},"status":"public","publisher":"Springer International Publishing","_id":"33734","page":"209 - 226","volume":13870,"editor":[{"full_name":"Pesquita, Catia","last_name":"Pesquita","first_name":"Catia"},{"full_name":"Jimenez-Ruiz, Ernesto","first_name":"Ernesto","last_name":"Jimenez-Ruiz"},{"last_name":"McCusker","first_name":"Jamie","full_name":"McCusker, Jamie"},{"last_name":"Faria","first_name":"Daniel","full_name":"Faria, Daniel"},{"full_name":"Dragoni, Mauro","last_name":"Dragoni","first_name":"Mauro"},{"full_name":"Dimou, Anastasia","last_name":"Dimou","first_name":"Anastasia"},{"first_name":"Raphael","last_name":"Troncy","full_name":"Troncy, Raphael"},{"full_name":"Hertling, Sven","last_name":"Hertling","first_name":"Sven"}],"user_id":"11871","citation":{"ieee":"N. J. KOUAGOU, S. Heindorf, C. Demir, and A.-C. Ngonga Ngomo, “Neural Class Expression Synthesis,” in <i>The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)</i>, Hersonissos, Crete, Greece, 2023, vol. 13870, pp. 209–226, doi: <a href=\"https://doi.org/10.1007/978-3-031-33455-9_13\">https://doi.org/10.1007/978-3-031-33455-9_13</a>.","apa":"KOUAGOU, N. J., Heindorf, S., Demir, C., &#38; Ngonga Ngomo, A.-C. (2023). Neural Class Expression Synthesis. In C. Pesquita, E. Jimenez-Ruiz, J. McCusker, D. Faria, M. Dragoni, A. Dimou, R. Troncy, &#38; S. Hertling (Eds.), <i>The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)</i> (Vol. 13870, pp. 209–226). Springer International Publishing. <a href=\"https://doi.org/10.1007/978-3-031-33455-9_13\">https://doi.org/10.1007/978-3-031-33455-9_13</a>","short":"N.J. KOUAGOU, S. Heindorf, C. Demir, A.-C. Ngonga Ngomo, in: C. Pesquita, E. Jimenez-Ruiz, J. McCusker, D. Faria, M. Dragoni, A. Dimou, R. Troncy, S. Hertling (Eds.), The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023), Springer International Publishing, 2023, pp. 209–226.","chicago":"KOUAGOU, N’Dah Jean, Stefan Heindorf, Caglar Demir, and Axel-Cyrille Ngonga Ngomo. “Neural Class Expression Synthesis.” In <i>The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)</i>, edited by Catia Pesquita, Ernesto Jimenez-Ruiz, Jamie McCusker, Daniel Faria, Mauro Dragoni, Anastasia Dimou, Raphael Troncy, and Sven Hertling, 13870:209–26. Springer International Publishing, 2023. <a href=\"https://doi.org/10.1007/978-3-031-33455-9_13\">https://doi.org/10.1007/978-3-031-33455-9_13</a>.","mla":"KOUAGOU, N’Dah Jean, et al. “Neural Class Expression Synthesis.” <i>The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)</i>, edited by Catia Pesquita et al., vol. 13870, Springer International Publishing, 2023, pp. 209–26, doi:<a href=\"https://doi.org/10.1007/978-3-031-33455-9_13\">https://doi.org/10.1007/978-3-031-33455-9_13</a>.","bibtex":"@inproceedings{KOUAGOU_Heindorf_Demir_Ngonga Ngomo_2023, title={Neural Class Expression Synthesis}, volume={13870}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-33455-9_13\">https://doi.org/10.1007/978-3-031-33455-9_13</a>}, booktitle={The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)}, publisher={Springer International Publishing}, author={KOUAGOU, N’Dah Jean and Heindorf, Stefan and Demir, Caglar and Ngonga Ngomo, Axel-Cyrille}, editor={Pesquita, Catia and Jimenez-Ruiz, Ernesto and McCusker, Jamie and Faria, Daniel and Dragoni, Mauro and Dimou, Anastasia and Troncy, Raphael and Hertling, Sven}, year={2023}, pages={209–226} }","ama":"KOUAGOU NJ, Heindorf S, Demir C, Ngonga Ngomo A-C. Neural Class Expression Synthesis. In: Pesquita C, Jimenez-Ruiz E, McCusker J, et al., eds. <i>The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)</i>. Vol 13870. Springer International Publishing; 2023:209-226. doi:<a href=\"https://doi.org/10.1007/978-3-031-33455-9_13\">https://doi.org/10.1007/978-3-031-33455-9_13</a>"},"project":[{"_id":"410","name":"KnowGraphs: KnowGraphs: Knowledge Graphs at Scale"},{"grant_number":"101070305","_id":"407","name":"ENEXA: Efficient Explainable Learning on Knowledge Graphs"},{"_id":"285","grant_number":"NW21-059D","name":"SAIL: SAIL: SustAInable Life-cycle of Intelligent Socio-Technical Systems"}],"external_id":{"unknown":["https://link.springer.com/chapter/10.1007/978-3-031-33455-9_13"]},"oa":"1","publication_identifier":{"unknown":["978-3-031-33455-9"]},"author":[{"full_name":"KOUAGOU, N'Dah Jean","last_name":"KOUAGOU","first_name":"N'Dah Jean","id":"87189"},{"id":"11871","first_name":"Stefan","orcid":"0000-0002-4525-6865","last_name":"Heindorf","full_name":"Heindorf, Stefan"},{"id":"43817","full_name":"Demir, Caglar","first_name":"Caglar","last_name":"Demir"},{"last_name":"Ngonga Ngomo","first_name":"Axel-Cyrille","full_name":"Ngonga Ngomo, Axel-Cyrille","id":"65716"}],"year":"2023","title":"Neural Class Expression Synthesis","intvolume":"     13870","publication_status":"published","date_updated":"2023-07-02T18:10:02Z","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":"https://2023.eswc-conferences.org/wp-content/uploads/2023/05/paper_Kouagou_2023_Neural.pdf"}],"doi":"https://doi.org/10.1007/978-3-031-33455-9_13","publication":"The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)","abstract":[{"lang":"eng","text":"Many applications require explainable node classification in knowledge graphs. Towards this end, a popular ``white-box'' approach is class expression learning: Given sets of positive and negative nodes, class expressions in description logics are learned that separate positive from negative nodes. Most existing approaches are search-based approaches generating many candidate class expressions and selecting the best one. However, they often take a long time to find suitable class expressions. In this paper, we cast class expression learning as a translation problem and propose a new family of class expression learning approaches which we dub neural class expression synthesizers. Training examples are ``translated'' into class expressions in a fashion akin to machine translation. Consequently, our synthesizers are not subject to the runtime limitations of search-based approaches. We study three instances of this novel family of approaches based on LSTMs, GRUs, and set transformers, respectively. An evaluation of our approach on four benchmark datasets suggests that it can effectively synthesize high-quality class expressions with respect to the input examples in approximately one second on average. Moreover, a comparison to state-of-the-art approaches suggests that we achieve better F-measures on large datasets. For reproducibility purposes, we provide our implementation as well as pretrained models in our public GitHub repository at https://github.com/dice-group/NeuralClassExpressionSynthesis"}],"date_created":"2022-10-15T19:20:11Z","department":[{"_id":"574"},{"_id":"760"}],"type":"conference","keyword":["Neural network","Concept learning","Description logics"]},{"_id":"44323","publisher":"Universität der Bundeswehr München ","language":[{"iso":"ger"}],"page":"208","user_id":"58701","author":[{"first_name":"Joschka","last_name":"Kersting","full_name":"Kersting, Joschka","id":"58701"}],"title":"Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining","year":"2023","status":"public","publication_status":"published","date_updated":"2023-07-03T12:29:50Z","date_created":"2023-05-02T12:54:00Z","place":"Neubiberg","department":[{"_id":"579"},{"_id":"7"}],"type":"dissertation","citation":{"chicago":"Kersting, Joschka. <i>Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining</i>. Neubiberg: Universität der Bundeswehr München , 2023.","short":"J. Kersting, Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining, Universität der Bundeswehr München , Neubiberg, 2023.","ieee":"J. Kersting, <i>Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining</i>. Neubiberg: Universität der Bundeswehr München , 2023.","apa":"Kersting, J. (2023). <i>Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining</i>. Universität der Bundeswehr München .","bibtex":"@book{Kersting_2023, place={Neubiberg}, title={Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining}, publisher={Universität der Bundeswehr München }, author={Kersting, Joschka}, year={2023} }","ama":"Kersting J. <i>Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining</i>. Universität der Bundeswehr München ; 2023.","mla":"Kersting, Joschka. <i>Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining</i>. Universität der Bundeswehr München , 2023."},"supervisor":[{"full_name":"Geierhos, Michaela","last_name":"Geierhos","first_name":"Michaela","orcid":"0000-0002-8180-5606","id":"42496"}],"project":[{"name":"SFB 901: SFB 901","grant_number":"160364472","_id":"1"},{"name":"SFB 901 - B: SFB 901 - Project Area B","_id":"3"},{"name":"SFB 901 - B1: SFB 901 - Subproject B1","grant_number":"160364472","_id":"9"}],"related_material":{"link":[{"url":"https://athene-forschung.unibw.de/145003","relation":"supplementary_material"}]},"abstract":[{"lang":"eng","text":"Reading between the lines has so far been reserved for humans. The present dissertation addresses this research gap using machine learning methods.\r\nImplicit expressions are not comprehensible by computers and cannot be localized in the text. However, many texts arise on interpersonal topics that, unlike commercial evaluation texts, often imply information only by means of longer phrases. Examples are the kindness and the attentiveness of a doctor, which are only paraphrased (“he didn’t even look me in the eye”). The analysis of such data, especially the identification and localization of implicit statements, is a research gap (1). This work uses so-called Aspect-based Sentiment Analysis as a method for this purpose. It remains open how the aspect categories to be extracted can be discovered and thematically delineated based on the data (2). Furthermore, it is not yet explored how a collection of tools should look like, with which implicit phrases can be identified and thus made explicit\r\n(3). Last, it is an open question how to correlate the identified phrases from the text data with other data, including the investigation of the relationship between quantitative scores (e.g., school grades) and the thematically related text (4). Based on these research gaps, the research question is posed as follows: Using text mining methods, how can implicit rating content be properly interpreted and thus made explicit before it is automatically categorized and quantified?\r\nThe uniqueness of this dissertation is based on the automated recognition of implicit linguistic statements alongside explicit statements. These are identified in unstructured text data so that features expressed only in the text can later be compared across data sources, even though they were not included in rating categories such as stars or school grades. German-language physician ratings from websites in three countries serve as the sample domain. The solution approach consists of data creation, a pipeline for text processing and analyses based on this. In the data creation, aspect classes are identified and delineated across platforms and marked in text data. This results in six datasets with over 70,000 annotated sentences and detailed guidelines. The models that were created based on the training data extract and categorize the aspects. In addition, the sentiment polarity and the evaluation weight, i. e., the importance of each phrase, are determined. The models, which are combined in a pipeline, are used in a prototype in the form of a web application. The analyses built on the pipeline quantify the rating contents by linking the obtained information with further data, thus allowing new insights.\r\nAs a result, a toolbox is provided to identify quantifiable rating content and categories using text mining for a sample domain. This is used to evaluate the approach, which in principle can also be adapted to any other domain."}]},{"publication":"On-The-Fly Computing -- Individualized IT-services in dynamic markets","department":[{"_id":"7"}],"type":"book_chapter","date_created":"2023-07-07T06:21:38Z","file":[{"creator":"ups","date_created":"2023-07-07T06:20:43Z","relation":"main_file","date_updated":"2023-07-07T06:20:43Z","file_name":"A1-Chapter-SFB-Buch-Final.pdf","access_level":"open_access","file_size":543715,"file_id":"45876","content_type":"application/pdf"}],"intvolume":"       412","date_updated":"2023-07-07T06:21:57Z","author":[{"first_name":"Thorsten","last_name":"Götte","full_name":"Götte, Thorsten","id":"34727"},{"id":"39241","full_name":"Knollmann, Till","last_name":"Knollmann","orcid":"0000-0003-2014-4696","first_name":"Till"},{"last_name":"Meyer auf der Heide","first_name":"Friedhelm","full_name":"Meyer auf der Heide, Friedhelm","id":"15523"},{"full_name":"Scheideler, Christian","first_name":"Christian","last_name":"Scheideler","id":"20792"},{"first_name":"Julian","last_name":"Werthmann","full_name":"Werthmann, Julian","id":"50024"}],"year":"2023","title":"Capabilities and Limitations of Local Strategies in Dynamic Networks","doi":"10.5281/zenodo.8060372","series_title":"Verlagsschriftenreihe des Heinz Nixdorf Instituts","language":[{"iso":"eng"}],"project":[{"grant_number":"160364472","_id":"1","name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten "},{"name":"SFB 901 - A: SFB 901 - Project Area A","_id":"2"},{"name":"SFB 901 - A1: SFB 901 - Möglichkeiten und Grenzen lokaler Strategien in dynamischen Netzen (Subproject A1)","_id":"5","grant_number":"160364472"}],"citation":{"bibtex":"@inbook{Götte_Knollmann_Meyer auf der Heide_Scheideler_Werthmann_2023, place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Capabilities and Limitations of Local Strategies in Dynamic Networks}, volume={412}, DOI={<a href=\"https://doi.org/10.5281/zenodo.8060372\">10.5281/zenodo.8060372</a>}, booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets}, publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Götte, Thorsten and Knollmann, Till and Meyer auf der Heide, Friedhelm and Scheideler, Christian and Werthmann, Julian}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={1--20}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }","ama":"Götte T, Knollmann T, Meyer auf der Heide F, Scheideler C, Werthmann J. Capabilities and Limitations of Local Strategies in Dynamic Networks. In: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:1--20. doi:<a href=\"https://doi.org/10.5281/zenodo.8060372\">10.5281/zenodo.8060372</a>","mla":"Götte, Thorsten, et al. “Capabilities and Limitations of Local Strategies in Dynamic Networks.” <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 1--20, doi:<a href=\"https://doi.org/10.5281/zenodo.8060372\">10.5281/zenodo.8060372</a>.","chicago":"Götte, Thorsten, Till Knollmann, Friedhelm Meyer auf der Heide, Christian Scheideler, and Julian Werthmann. “Capabilities and Limitations of Local Strategies in Dynamic Networks.” In <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:1--20. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. <a href=\"https://doi.org/10.5281/zenodo.8060372\">https://doi.org/10.5281/zenodo.8060372</a>.","short":"T. Götte, T. Knollmann, F. Meyer auf der Heide, C. Scheideler, J. Werthmann, in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 1--20.","ieee":"T. Götte, T. Knollmann, F. Meyer auf der Heide, C. Scheideler, and J. Werthmann, “Capabilities and Limitations of Local Strategies in Dynamic Networks,” in <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i>, vol. 412, C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 1--20.","apa":"Götte, T., Knollmann, T., Meyer auf der Heide, F., Scheideler, C., &#38; Werthmann, J. (2023). Capabilities and Limitations of Local Strategies in Dynamic Networks. In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, &#38; H. Wehrheim (Eds.), <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i> (Vol. 412, pp. 1--20). Heinz Nixdorf Institut, Universität Paderborn. <a href=\"https://doi.org/10.5281/zenodo.8060372\">https://doi.org/10.5281/zenodo.8060372</a>"},"file_date_updated":"2023-07-07T06:20:43Z","oa":"1","place":"Paderborn","has_accepted_license":"1","status":"public","editor":[{"full_name":"Haake, Claus-Jochen","first_name":"Claus-Jochen","last_name":"Haake"},{"first_name":"Friedhelm","last_name":"Meyer auf der Heide","full_name":"Meyer auf der Heide, Friedhelm"},{"first_name":"Marco","last_name":"Platzner","full_name":"Platzner, Marco"},{"full_name":"Wachsmuth, Henning","first_name":"Henning","last_name":"Wachsmuth"},{"first_name":"Heike","last_name":"Wehrheim","full_name":"Wehrheim, Heike"}],"volume":412,"ddc":["004"],"user_id":"477","_id":"45875","publisher":"Heinz Nixdorf Institut, Universität Paderborn","page":"1--20"},{"doi":"10.5281/zenodo.8068664","language":[{"iso":"eng"}],"series_title":"Verlagsschriftenreihe des Heinz Nixdorf Instituts","date_updated":"2023-07-07T11:16:53Z","intvolume":"       412","year":"2023","title":"On-The-Fly Compute Centers II: Execution of Composed Services in Configurable Compute Centers","author":[{"id":"126","last_name":"Karl","first_name":"Holger","full_name":"Karl, Holger"},{"id":"88252","full_name":"Maack, Marten","last_name":"Maack","first_name":"Marten"},{"id":"15523","last_name":"Meyer auf der Heide","first_name":"Friedhelm","full_name":"Meyer auf der Heide, Friedhelm"},{"id":"44428","full_name":"Pukrop, Simon","first_name":"Simon","last_name":"Pukrop"},{"id":"52265","first_name":"Adrian","orcid":"https://orcid.org/0000-0001-7391-4688","last_name":"Redder","full_name":"Redder, Adrian"}],"type":"book_chapter","department":[{"_id":"7"}],"file":[{"content_type":"application/pdf","file_id":"45896","date_updated":"2023-07-07T11:16:52Z","relation":"main_file","access_level":"open_access","file_size":1803186,"file_name":"C4-Chapter-SFB-Buch-Final.pdf","date_created":"2023-07-07T08:24:20Z","creator":"florida"}],"date_created":"2023-07-07T08:24:28Z","publication":"On-The-Fly Computing -- Individualized IT-services in dynamic markets","user_id":"477","ddc":["004"],"volume":412,"editor":[{"full_name":"Haake, Claus-Jochen","last_name":"Haake","first_name":"Claus-Jochen"},{"full_name":"Meyer auf der Heide, Friedhelm","first_name":"Friedhelm","last_name":"Meyer auf der Heide"},{"last_name":"Platzner","first_name":"Marco","full_name":"Platzner, Marco"},{"full_name":"Wachsmuth, Henning","last_name":"Wachsmuth","first_name":"Henning"},{"first_name":"Heike","last_name":"Wehrheim","full_name":"Wehrheim, Heike"}],"page":"183-202","_id":"45895","publisher":"Heinz Nixdorf Institut, Universität Paderborn","has_accepted_license":"1","status":"public","oa":"1","place":"Paderborn","project":[{"name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten ","grant_number":"160364472","_id":"1"},{"name":"SFB 901 - C: SFB 901 - Project Area C","_id":"4"},{"name":"SFB 901 - C4: SFB 901 - On-The-Fly Compute Centers II: Ausführung komponierter Dienste in konfigurierbaren Rechenzentren (Subproject C4)","_id":"16","grant_number":"160364472"}],"file_date_updated":"2023-07-07T11:16:52Z","citation":{"chicago":"Karl, Holger, Marten Maack, Friedhelm Meyer auf der Heide, Simon Pukrop, and Adrian Redder. “On-The-Fly Compute Centers II: Execution of Composed Services in Configurable Compute Centers.” In <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:183–202. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. <a href=\"https://doi.org/10.5281/zenodo.8068664\">https://doi.org/10.5281/zenodo.8068664</a>.","short":"H. Karl, M. Maack, F. Meyer auf der Heide, S. Pukrop, A. Redder, in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 183–202.","ama":"Karl H, Maack M, Meyer auf der Heide F, Pukrop S, Redder A. On-The-Fly Compute Centers II: Execution of Composed Services in Configurable Compute Centers. In: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:183-202. doi:<a href=\"https://doi.org/10.5281/zenodo.8068664\">10.5281/zenodo.8068664</a>","bibtex":"@inbook{Karl_Maack_Meyer auf der Heide_Pukrop_Redder_2023, place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={On-The-Fly Compute Centers II: Execution of Composed Services in Configurable Compute Centers}, volume={412}, DOI={<a href=\"https://doi.org/10.5281/zenodo.8068664\">10.5281/zenodo.8068664</a>}, booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets}, publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Karl, Holger and Maack, Marten and Meyer auf der Heide, Friedhelm and Pukrop, Simon and Redder, Adrian}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={183–202}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }","apa":"Karl, H., Maack, M., Meyer auf der Heide, F., Pukrop, S., &#38; Redder, A. (2023). On-The-Fly Compute Centers II: Execution of Composed Services in Configurable Compute Centers. In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, &#38; H. Wehrheim (Eds.), <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i> (Vol. 412, pp. 183–202). Heinz Nixdorf Institut, Universität Paderborn. <a href=\"https://doi.org/10.5281/zenodo.8068664\">https://doi.org/10.5281/zenodo.8068664</a>","mla":"Karl, Holger, et al. “On-The-Fly Compute Centers II: Execution of Composed Services in Configurable Compute Centers.” <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 183–202, doi:<a href=\"https://doi.org/10.5281/zenodo.8068664\">10.5281/zenodo.8068664</a>.","ieee":"H. Karl, M. Maack, F. Meyer auf der Heide, S. Pukrop, and A. Redder, “On-The-Fly Compute Centers II: Execution of Composed Services in Configurable Compute Centers,” in <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i>, vol. 412, C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 183–202."}},{"publication":"On-The-Fly Computing -- Individualized IT-services in dynamic markets","file":[{"creator":"florida","date_created":"2023-07-07T08:41:35Z","access_level":"open_access","file_size":5944790,"file_name":"T2-Chapter-SFB-Buch-Final.pdf","date_updated":"2023-07-07T11:13:37Z","relation":"main_file","content_type":"application/pdf","file_id":"45902"}],"date_created":"2023-07-07T08:41:44Z","type":"book_chapter","department":[{"_id":"7"}],"title":"Practical Cryptograhic Techniques for Secure and Privacy-Preserving Customer Loyalty Systems","year":"2023","author":[{"first_name":"Johannes","last_name":"Blömer","full_name":"Blömer, Johannes","id":"23"},{"id":"27207","full_name":"Bobolz, Jan","last_name":"Bobolz","first_name":"Jan"},{"last_name":"Eidens","first_name":"Fabian","full_name":"Eidens, Fabian","id":"25078"},{"full_name":"Jager, Tibor","first_name":"Tibor","last_name":"Jager","id":"64669"},{"last_name":"Kramer","first_name":"Paul","full_name":"Kramer, Paul","id":"64594"}],"date_updated":"2023-07-07T11:13:37Z","intvolume":"       412","series_title":"Verlagsschriftenreihe des Heinz Nixdorf Instituts","language":[{"iso":"eng"}],"doi":"10.5281/zenodo.8068755","file_date_updated":"2023-07-07T11:13:37Z","citation":{"ama":"Blömer J, Bobolz J, Eidens F, Jager T, Kramer P. Practical Cryptograhic Techniques for Secure and Privacy-Preserving Customer Loyalty Systems. In: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:237-246. doi:<a href=\"https://doi.org/10.5281/zenodo.8068755\">10.5281/zenodo.8068755</a>","bibtex":"@inbook{Blömer_Bobolz_Eidens_Jager_Kramer_2023, place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Practical Cryptograhic Techniques for Secure and Privacy-Preserving Customer Loyalty Systems}, volume={412}, DOI={<a href=\"https://doi.org/10.5281/zenodo.8068755\">10.5281/zenodo.8068755</a>}, booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets}, publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Blömer, Johannes and Bobolz, Jan and Eidens, Fabian and Jager, Tibor and Kramer, Paul}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={237–246}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }","mla":"Blömer, Johannes, et al. “Practical Cryptograhic Techniques for Secure and Privacy-Preserving Customer Loyalty Systems.” <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 237–46, doi:<a href=\"https://doi.org/10.5281/zenodo.8068755\">10.5281/zenodo.8068755</a>.","short":"J. Blömer, J. Bobolz, F. Eidens, T. Jager, P. Kramer, in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 237–246.","chicago":"Blömer, Johannes, Jan Bobolz, Fabian Eidens, Tibor Jager, and Paul Kramer. “Practical Cryptograhic Techniques for Secure and Privacy-Preserving Customer Loyalty Systems.” In <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:237–46. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. <a href=\"https://doi.org/10.5281/zenodo.8068755\">https://doi.org/10.5281/zenodo.8068755</a>.","apa":"Blömer, J., Bobolz, J., Eidens, F., Jager, T., &#38; Kramer, P. (2023). 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Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 85–104.","mla":"Hanselle, Jonas Manuel, et al. “Configuration and Evaluation.” <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 85–104, doi:<a href=\"https://doi.org/10.5281/zenodo.8068466\">10.5281/zenodo.8068466</a>.","bibtex":"@inbook{Hanselle_Hüllermeier_Mohr_Ngonga Ngomo_Sherif_Tornede_Wever_2023, place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Configuration and Evaluation}, volume={412}, DOI={<a href=\"https://doi.org/10.5281/zenodo.8068466\">10.5281/zenodo.8068466</a>}, booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets}, publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Hanselle, Jonas Manuel and Hüllermeier, Eyke and Mohr, Felix and Ngonga Ngomo, Axel-Cyrille and Sherif, Mohamed and Tornede, Alexander and Wever, Marcel Dominik}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={85–104}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }","ama":"Hanselle JM, Hüllermeier E, Mohr F, et al. Configuration and Evaluation. In: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:85-104. doi:<a href=\"https://doi.org/10.5281/zenodo.8068466\">10.5281/zenodo.8068466</a>"},"file_date_updated":"2023-07-07T11:20:11Z","project":[{"name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten ","grant_number":"160364472","_id":"1"},{"name":"SFB 901 - B: SFB 901 - Project Area B","_id":"3"},{"name":"SFB 901 - B2: Konfiguration und Bewertung (B02)","_id":"10","grant_number":"160364472"}],"place":"Paderborn","oa":"1","status":"public","has_accepted_license":"1","_id":"45884","publisher":"Heinz Nixdorf Institut, Universität Paderborn","page":"85-104","editor":[{"first_name":"Claus-Jochen","last_name":"Haake","full_name":"Haake, Claus-Jochen"},{"first_name":"Friedhelm","last_name":"Meyer auf der Heide","full_name":"Meyer auf der Heide, Friedhelm"},{"full_name":"Platzner, Marco","first_name":"Marco","last_name":"Platzner"},{"full_name":"Wachsmuth, Henning","first_name":"Henning","last_name":"Wachsmuth"},{"first_name":"Heike","last_name":"Wehrheim","full_name":"Wehrheim, Heike"}],"volume":412,"ddc":["040"],"user_id":"477"},{"series_title":"Verlagsschriftenreihe des Heinz Nixdorf Instituts","language":[{"iso":"eng"}],"doi":"10.5281/zenodo.8068414","year":"2023","title":"The Market for Services: Incentives, Algorithms, Implementation","author":[{"id":"20801","full_name":"Haake, Claus-Jochen","last_name":"Haake","first_name":"Claus-Jochen"},{"id":"37339","full_name":"Hehenkamp, Burkhard","first_name":"Burkhard","last_name":"Hehenkamp"},{"id":"83983","full_name":"Polevoy, Gleb","last_name":"Polevoy","first_name":"Gleb"}],"date_updated":"2023-07-07T11:23:08Z","intvolume":"       412","file":[{"creator":"florida","date_created":"2023-07-07T06:59:23Z","file_name":"A3-Chapter-SFB-Buch-Final.pdf","file_size":1116173,"access_level":"open_access","relation":"main_file","date_updated":"2023-07-07T11:23:07Z","file_id":"45879","content_type":"application/pdf"}],"date_created":"2023-07-07T07:02:44Z","type":"book_chapter","department":[{"_id":"7"},{"_id":"19"}],"publication":"On-The-Fly Computing -- Individualized IT-services in dynamic markets","page":"21-44","publisher":"Heinz Nixdorf Institut, Universität Paderborn","_id":"45878","user_id":"477","ddc":["004"],"volume":412,"editor":[{"last_name":"Haake","first_name":"Claus-Jochen","full_name":"Haake, Claus-Jochen"},{"last_name":"Meyer auf der Heide","first_name":"Friedhelm","full_name":"Meyer auf der Heide, Friedhelm"},{"last_name":"Platzner","first_name":"Marco","full_name":"Platzner, Marco"},{"first_name":"Henning","last_name":"Wachsmuth","full_name":"Wachsmuth, Henning"},{"full_name":"Wehrheim, Heike","last_name":"Wehrheim","first_name":"Heike"}],"status":"public","has_accepted_license":"1","place":"Paderborn","oa":"1","file_date_updated":"2023-07-07T11:23:07Z","citation":{"chicago":"Haake, Claus-Jochen, Burkhard Hehenkamp, and Gleb Polevoy. “The Market for Services: Incentives, Algorithms, Implementation.” In <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:21–44. 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Heinz Nixdorf Institut, Universität Paderborn. <a href=\"https://doi.org/10.5281/zenodo.8068510\">https://doi.org/10.5281/zenodo.8068510</a>"},"file_date_updated":"2023-07-07T11:19:40Z","oa":"1","place":"Paderborn","has_accepted_license":"1","status":"public","volume":412,"editor":[{"full_name":"Haake, Claus-Jochen","first_name":"Claus-Jochen","last_name":"Haake"},{"full_name":"Meyer auf der Heide, Friedhelm","first_name":"Friedhelm","last_name":"Meyer auf der Heide"},{"first_name":"Marco","last_name":"Platzner","full_name":"Platzner, Marco"},{"full_name":"Wachsmuth, Henning","first_name":"Henning","last_name":"Wachsmuth"},{"full_name":"Wehrheim, Heike","last_name":"Wehrheim","first_name":"Heike"}],"user_id":"477","ddc":["004"],"publisher":"Heinz Nixdorf Institut, Universität Paderborn","_id":"45886","page":"105-123","publication":"On-The-Fly Computing -- Individualized IT-services in dynamic markets","department":[{"_id":"7"}],"type":"book_chapter","date_created":"2023-07-07T07:56:08Z","file":[{"access_level":"open_access","file_size":370888,"file_name":"B3-Chapter-SFB-Buch-Final.pdf","date_updated":"2023-07-07T11:19:40Z","relation":"main_file","content_type":"application/pdf","file_id":"45887","creator":"florida","date_created":"2023-07-07T07:55:57Z"}],"intvolume":"       412","date_updated":"2023-07-07T11:19:40Z","author":[{"id":"573","first_name":"Heike","last_name":"Wehrheim","full_name":"Wehrheim, Heike"},{"id":"48129","full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier","first_name":"Eyke"},{"first_name":"Steffen","last_name":"Becker","full_name":"Becker, Steffen"},{"last_name":"Becker","first_name":"Matthias","full_name":"Becker, Matthias"},{"full_name":"Richter, Cedric","last_name":"Richter","first_name":"Cedric","id":"50003"},{"id":"67200","full_name":"Sharma, Arnab","first_name":"Arnab","last_name":"Sharma"}],"year":"2023","title":"Composition Analysis in Unknown Contexts","doi":"10.5281/zenodo.8068510","series_title":"Verlagsschriftenreihe des Heinz Nixdorf Instituts","language":[{"iso":"eng"}]},{"project":[{"_id":"83","name":"SFB 901 - T1: SFB 901 -Subproject T1"},{"name":"SFB 901 - T: SFB 901 - Project Area T","_id":"82"},{"_id":"1","grant_number":"160364472","name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten "}],"citation":{"ama":"Raeisi Nafchi M. <i>Reconfigurable Random Forest Implementation on FPGA</i>. Paderborn University; 2023.","bibtex":"@book{Raeisi Nafchi_2023, title={Reconfigurable Random Forest Implementation on FPGA}, publisher={Paderborn University}, author={Raeisi Nafchi, Masood}, year={2023} }","mla":"Raeisi Nafchi, Masood. <i>Reconfigurable Random Forest Implementation on FPGA</i>. Paderborn University, 2023.","short":"M. Raeisi Nafchi, Reconfigurable Random Forest Implementation on FPGA, Paderborn University, 2023.","chicago":"Raeisi Nafchi, Masood. <i>Reconfigurable Random Forest Implementation on FPGA</i>. Paderborn University, 2023.","apa":"Raeisi Nafchi, M. (2023). <i>Reconfigurable Random Forest Implementation on FPGA</i>. Paderborn University.","ieee":"M. Raeisi Nafchi, <i>Reconfigurable Random Forest Implementation on FPGA</i>. Paderborn University, 2023."},"supervisor":[{"full_name":"Platzner, Marco ","last_name":"Platzner","first_name":"Marco "}],"type":"mastersthesis","department":[{"_id":"78"}],"date_created":"2023-07-09T13:01:10Z","date_updated":"2023-07-09T13:07:25Z","year":"2023","status":"public","title":"Reconfigurable Random Forest Implementation on FPGA","author":[{"full_name":"Raeisi Nafchi, Masood","first_name":"Masood","last_name":"Raeisi Nafchi"}],"user_id":"398","_id":"45917","publisher":"Paderborn University","language":[{"iso":"eng"}]},{"citation":{"chicago":"Yadalam Murali Kumar, Nihal. <i>Data Analytics for Predictive Maintenance of Time Series Data</i>. Paderborn University, 2023.","short":"N. Yadalam Murali Kumar, Data Analytics for Predictive Maintenance of Time Series Data, Paderborn University, 2023.","ieee":"N. Yadalam Murali Kumar, <i>Data Analytics for Predictive Maintenance of Time Series Data</i>. Paderborn University, 2023.","apa":"Yadalam Murali Kumar, N. (2023). <i>Data Analytics for Predictive Maintenance of Time Series Data</i>. Paderborn University.","bibtex":"@book{Yadalam Murali Kumar_2023, title={Data Analytics for Predictive Maintenance of Time Series Data}, publisher={Paderborn University}, author={Yadalam Murali Kumar, Nihal}, year={2023} }","ama":"Yadalam Murali Kumar N. <i>Data Analytics for Predictive Maintenance of Time Series Data</i>. Paderborn University; 2023.","mla":"Yadalam Murali Kumar, Nihal. <i>Data Analytics for Predictive Maintenance of Time Series Data</i>. Paderborn University, 2023."},"project":[{"_id":"83","name":"SFB 901 - T1: SFB 901 -Subproject T1"},{"_id":"82","name":"SFB 901 - T: SFB 901 - Project Area T"},{"grant_number":"160364472","_id":"1","name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten "}],"date_created":"2023-07-09T12:59:28Z","type":"mastersthesis","department":[{"_id":"78"}],"status":"public","year":"2023","title":"Data Analytics for Predictive Maintenance of Time Series Data","author":[{"full_name":"Yadalam Murali Kumar, Nihal","last_name":"Yadalam Murali Kumar","first_name":"Nihal"}],"date_updated":"2023-07-09T13:06:37Z","publisher":"Paderborn University","_id":"45916","language":[{"iso":"eng"}],"user_id":"398"},{"language":[{"iso":"eng"}],"series_title":"Leibniz International Proceedings in Informatics (LIPIcs)","doi":"10.4230/LIPIcs.CCC.2023.34","title":"The Optimal Depth of Variational Quantum Algorithms Is QCMA-Hard to Approximate","year":"2023","author":[{"last_name":"Bittel","first_name":"Lennart","full_name":"Bittel, Lennart"},{"id":"71541","full_name":"Gharibian, Sevag","first_name":"Sevag","last_name":"Gharibian","orcid":"0000-0002-9992-3379"},{"full_name":"Kliesch, Martin","first_name":"Martin","last_name":"Kliesch"}],"date_updated":"2023-07-10T14:33:00Z","publication_status":"published","intvolume":"       264","date_created":"2022-11-24T08:07:56Z","type":"conference","department":[{"_id":"623"},{"_id":"7"}],"issue":"34","publication":"Proceedings of the 38th Computational Complexity Conference (CCC)","abstract":[{"text":"Variational Quantum Algorithms (VQAs), such as the Quantum Approximate\r\nOptimization Algorithm (QAOA) of [Farhi, Goldstone, Gutmann, 2014], have seen\r\nintense study towards near-term applications on quantum hardware. A crucial\r\nparameter for VQAs is the depth of the variational ansatz used - the smaller\r\nthe depth, the more amenable the ansatz is to near-term quantum hardware in\r\nthat it gives the circuit a chance to be fully executed before the system\r\ndecoheres. This potential for depth reduction has made VQAs a staple of Noisy\r\nIntermediate-Scale Quantum (NISQ)-era research.\r\n  In this work, we show that approximating the optimal depth for a given VQA\r\nansatz is intractable. Formally, we show that for any constant $\\epsilon>0$, it\r\nis QCMA-hard to approximate the optimal depth of a VQA ansatz within\r\nmultiplicative factor $N^{1-\\epsilon}$, for $N$ denoting the encoding size of\r\nthe VQA instance. (Here, Quantum Classical Merlin-Arthur (QCMA) is a quantum\r\ngeneralization of NP.) We then show that this hardness persists even in the\r\n\"simpler\" setting of QAOAs. To our knowledge, this yields the first natural\r\nQCMA-hard-to-approximate problems. To achieve these results, we bypass the need\r\nfor a PCP theorem for QCMA by appealing to the disperser-based NP-hardness of\r\napproximation construction of [Umans, FOCS 1999].","lang":"eng"}],"page":"34:1-34:24","_id":"34138","user_id":"71541","volume":264,"status":"public","external_id":{"arxiv":["2211.12519"]},"citation":{"mla":"Bittel, Lennart, et al. “The Optimal Depth of Variational Quantum Algorithms Is QCMA-Hard to Approximate.” <i>Proceedings of the 38th Computational Complexity Conference (CCC)</i>, vol. 264, no. 34, 2023, p. 34:1-34:24, doi:<a href=\"https://doi.org/10.4230/LIPIcs.CCC.2023.34\">10.4230/LIPIcs.CCC.2023.34</a>.","bibtex":"@inproceedings{Bittel_Gharibian_Kliesch_2023, series={Leibniz International Proceedings in Informatics (LIPIcs)}, title={The Optimal Depth of Variational Quantum Algorithms Is QCMA-Hard to Approximate}, volume={264}, DOI={<a href=\"https://doi.org/10.4230/LIPIcs.CCC.2023.34\">10.4230/LIPIcs.CCC.2023.34</a>}, number={34}, booktitle={Proceedings of the 38th Computational Complexity Conference (CCC)}, author={Bittel, Lennart and Gharibian, Sevag and Kliesch, Martin}, year={2023}, pages={34:1-34:24}, collection={Leibniz International Proceedings in Informatics (LIPIcs)} }","ama":"Bittel L, Gharibian S, Kliesch M. The Optimal Depth of Variational Quantum Algorithms Is QCMA-Hard to Approximate. In: <i>Proceedings of the 38th Computational Complexity Conference (CCC)</i>. Vol 264. Leibniz International Proceedings in Informatics (LIPIcs). ; 2023:34:1-34:24. doi:<a href=\"https://doi.org/10.4230/LIPIcs.CCC.2023.34\">10.4230/LIPIcs.CCC.2023.34</a>","ieee":"L. Bittel, S. Gharibian, and M. Kliesch, “The Optimal Depth of Variational Quantum Algorithms Is QCMA-Hard to Approximate,” in <i>Proceedings of the 38th Computational Complexity Conference (CCC)</i>, 2023, vol. 264, no. 34, p. 34:1-34:24, doi: <a href=\"https://doi.org/10.4230/LIPIcs.CCC.2023.34\">10.4230/LIPIcs.CCC.2023.34</a>.","apa":"Bittel, L., Gharibian, S., &#38; Kliesch, M. (2023). The Optimal Depth of Variational Quantum Algorithms Is QCMA-Hard to Approximate. <i>Proceedings of the 38th Computational Complexity Conference (CCC)</i>, <i>264</i>(34), 34:1-34:24. <a href=\"https://doi.org/10.4230/LIPIcs.CCC.2023.34\">https://doi.org/10.4230/LIPIcs.CCC.2023.34</a>","chicago":"Bittel, Lennart, Sevag Gharibian, and Martin Kliesch. “The Optimal Depth of Variational Quantum Algorithms Is QCMA-Hard to Approximate.” In <i>Proceedings of the 38th Computational Complexity Conference (CCC)</i>, 264:34:1-34:24. Leibniz International Proceedings in Informatics (LIPIcs), 2023. <a href=\"https://doi.org/10.4230/LIPIcs.CCC.2023.34\">https://doi.org/10.4230/LIPIcs.CCC.2023.34</a>.","short":"L. Bittel, S. Gharibian, M. Kliesch, in: Proceedings of the 38th Computational Complexity Conference (CCC), 2023, p. 34:1-34:24."}},{"date_updated":"2023-07-14T09:27:44Z","title":"On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling","status":"public","year":"2023","author":[{"full_name":"Pukrop, Simon","last_name":"Pukrop","first_name":"Simon","id":"44428"}],"doi":"10.17619/UNIPB/1-1768 ","user_id":"15504","_id":"45781","language":[{"iso":"eng"}],"project":[{"name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten ","_id":"1","grant_number":"160364472"},{"_id":"4","name":"SFB 901 - C: SFB 901 - Project Area C"},{"grant_number":"160364472","_id":"16","name":"SFB 901 - C4: SFB 901 - On-The-Fly Compute Centers II: Ausführung komponierter Dienste in konfigurierbaren Rechenzentren (Subproject C4)"}],"supervisor":[{"id":"15523","full_name":"Meyer auf der Heide, Friedhelm","first_name":"Friedhelm","last_name":"Meyer auf der Heide"}],"citation":{"ama":"Pukrop S. <i>On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling</i>.; 2023. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-1768 \">10.17619/UNIPB/1-1768 </a>","bibtex":"@book{Pukrop_2023, title={On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-1768 \">10.17619/UNIPB/1-1768 </a>}, author={Pukrop, Simon}, year={2023} }","mla":"Pukrop, Simon. <i>On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling</i>. 2023, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-1768 \">10.17619/UNIPB/1-1768 </a>.","short":"S. Pukrop, On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling, 2023.","chicago":"Pukrop, Simon. <i>On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling</i>, 2023. <a href=\"https://doi.org/10.17619/UNIPB/1-1768 \">https://doi.org/10.17619/UNIPB/1-1768 </a>.","apa":"Pukrop, S. (2023). <i>On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling</i>. <a href=\"https://doi.org/10.17619/UNIPB/1-1768 \">https://doi.org/10.17619/UNIPB/1-1768 </a>","ieee":"S. Pukrop, <i>On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling</i>. 2023."},"type":"dissertation","department":[{"_id":"63"}],"date_created":"2023-06-27T05:24:19Z"}]