[{"date_created":"2023-06-28T11:18:12Z","author":[{"full_name":"Özcan, Leon","id":"45137","last_name":"Özcan","first_name":"Leon"},{"first_name":"Timm","full_name":"Fichtler, Timm","id":"66731","orcid":"https://orcid.org/0000-0001-6034-4399","last_name":"Fichtler"},{"first_name":"Benjamin","last_name":"Kasten","full_name":"Kasten, Benjamin"},{"first_name":"Christian","id":"43136","full_name":"Koldewey, Christian","last_name":"Koldewey","orcid":"https://orcid.org/0000-0001-7992-6399"},{"first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman","id":"16190"}],"date_updated":"2023-06-28T11:18:31Z","conference":{"location":"Ljubljana","name":"ISPIM Innovation Conference"},"title":"Interview Study on Strategy Options for Platform Operation in B2B Markets","citation":{"mla":"Özcan, Leon, et al. <i>Interview Study on Strategy Options for Platform Operation in B2B Markets</i>. 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} }","short":"L. Özcan, T. Fichtler, B. Kasten, C. Koldewey, R. Dumitrescu, in: 2023.","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.","chicago":"Özcan, Leon, Timm Fichtler, Benjamin Kasten, Christian Koldewey, and Roman Dumitrescu. “Interview Study on Strategy Options for Platform Operation in B2B Markets,” 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."},"year":"2023","department":[{"_id":"563"}],"user_id":"66731","_id":"45812","language":[{"iso":"eng"}],"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","status":"public"},{"title":"Neural Class Expression Synthesis","date_created":"2022-10-15T19:20:11Z","publisher":"Springer International Publishing","year":"2023","language":[{"iso":"eng"}],"keyword":["Neural network","Concept learning","Description logics"],"external_id":{"unknown":["https://link.springer.com/chapter/10.1007/978-3-031-33455-9_13"]},"abstract":[{"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","lang":"eng"}],"publication":"The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)","conference":{"end_date":"2023-06-01","location":"Hersonissos, Crete, Greece","name":"20th Extended Semantic Web Conference","start_date":"2023-05-28"},"doi":"https://doi.org/10.1007/978-3-031-33455-9_13","main_file_link":[{"url":"https://2023.eswc-conferences.org/wp-content/uploads/2023/05/paper_Kouagou_2023_Neural.pdf","open_access":"1"}],"volume":13870,"author":[{"last_name":"KOUAGOU","full_name":"KOUAGOU, N'Dah Jean","id":"87189","first_name":"N'Dah Jean"},{"first_name":"Stefan","full_name":"Heindorf, Stefan","id":"11871","last_name":"Heindorf","orcid":"0000-0002-4525-6865"},{"last_name":"Demir","id":"43817","full_name":"Demir, Caglar","first_name":"Caglar"},{"id":"65716","full_name":"Ngonga Ngomo, Axel-Cyrille","last_name":"Ngonga Ngomo","first_name":"Axel-Cyrille"}],"date_updated":"2023-07-02T18:10:02Z","oa":"1","page":"209 - 226","intvolume":"     13870","citation":{"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>","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>.","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>.","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} }","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>.","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.","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>"},"publication_identifier":{"unknown":["978-3-031-33455-9"]},"publication_status":"published","department":[{"_id":"574"},{"_id":"760"}],"user_id":"11871","_id":"33734","project":[{"name":"KnowGraphs: KnowGraphs: Knowledge Graphs at Scale","_id":"410"},{"grant_number":"101070305","_id":"407","name":"ENEXA: Efficient Explainable Learning on Knowledge Graphs"},{"_id":"285","name":"SAIL: SAIL: SustAInable Life-cycle of Intelligent Socio-Technical Systems","grant_number":"NW21-059D"}],"status":"public","editor":[{"full_name":"Pesquita, Catia","last_name":"Pesquita","first_name":"Catia"},{"full_name":"Jimenez-Ruiz, Ernesto","last_name":"Jimenez-Ruiz","first_name":"Ernesto"},{"full_name":"McCusker, Jamie","last_name":"McCusker","first_name":"Jamie"},{"last_name":"Faria","full_name":"Faria, Daniel","first_name":"Daniel"},{"first_name":"Mauro","full_name":"Dragoni, Mauro","last_name":"Dragoni"},{"full_name":"Dimou, Anastasia","last_name":"Dimou","first_name":"Anastasia"},{"last_name":"Troncy","full_name":"Troncy, Raphael","first_name":"Raphael"},{"first_name":"Sven","full_name":"Hertling, Sven","last_name":"Hertling"}],"type":"conference"},{"citation":{"chicago":"Kersting, Joschka. <i>Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining</i>. Neubiberg: Universität der Bundeswehr München , 2023.","ieee":"J. Kersting, <i>Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining</i>. Neubiberg: Universität der Bundeswehr München , 2023.","ama":"Kersting J. <i>Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining</i>. Universität der Bundeswehr München ; 2023.","apa":"Kersting, J. (2023). <i>Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining</i>. Universität der Bundeswehr München .","short":"J. Kersting, Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining, Universität der Bundeswehr München , Neubiberg, 2023.","mla":"Kersting, Joschka. <i>Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining</i>. Universität der Bundeswehr München , 2023.","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} }"},"page":"208","place":"Neubiberg","year":"2023","related_material":{"link":[{"relation":"supplementary_material","url":"https://athene-forschung.unibw.de/145003"}]},"publication_status":"published","title":"Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels Text Mining","supervisor":[{"last_name":"Geierhos","orcid":"0000-0002-8180-5606","id":"42496","full_name":"Geierhos, Michaela","first_name":"Michaela"}],"author":[{"last_name":"Kersting","full_name":"Kersting, Joschka","id":"58701","first_name":"Joschka"}],"date_created":"2023-05-02T12:54:00Z","publisher":"Universität der Bundeswehr München ","date_updated":"2023-07-03T12:29:50Z","status":"public","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."}],"type":"dissertation","language":[{"iso":"ger"}],"user_id":"58701","department":[{"_id":"579"},{"_id":"7"}],"project":[{"_id":"1","name":"SFB 901: SFB 901","grant_number":"160364472"},{"_id":"3","name":"SFB 901 - B: SFB 901 - Project Area B"},{"name":"SFB 901 - B1: SFB 901 - Subproject B1","_id":"9","grant_number":"160364472"}],"_id":"44323"},{"title":"Capabilities and Limitations of Local Strategies in Dynamic Networks","publisher":"Heinz Nixdorf Institut, Universität Paderborn","date_created":"2023-07-07T06:21:38Z","year":"2023","ddc":["004"],"language":[{"iso":"eng"}],"file":[{"content_type":"application/pdf","relation":"main_file","date_updated":"2023-07-07T06:20:43Z","date_created":"2023-07-07T06:20:43Z","creator":"ups","file_size":543715,"file_name":"A1-Chapter-SFB-Buch-Final.pdf","access_level":"open_access","file_id":"45876"}],"publication":"On-The-Fly Computing -- Individualized IT-services in dynamic markets","doi":"10.5281/zenodo.8060372","date_updated":"2023-07-07T06:21:57Z","oa":"1","author":[{"last_name":"Götte","full_name":"Götte, Thorsten","id":"34727","first_name":"Thorsten"},{"orcid":"0000-0003-2014-4696","last_name":"Knollmann","full_name":"Knollmann, Till","id":"39241","first_name":"Till"},{"first_name":"Friedhelm","last_name":"Meyer auf der Heide","full_name":"Meyer auf der Heide, Friedhelm","id":"15523"},{"first_name":"Christian","last_name":"Scheideler","full_name":"Scheideler, Christian","id":"20792"},{"first_name":"Julian","last_name":"Werthmann","id":"50024","full_name":"Werthmann, Julian"}],"volume":412,"place":"Paderborn","citation":{"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>.","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.","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>.","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.","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} }","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>"},"page":"1--20","intvolume":"       412","has_accepted_license":"1","file_date_updated":"2023-07-07T06:20:43Z","project":[{"grant_number":"160364472","name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten ","_id":"1"},{"name":"SFB 901 - A: SFB 901 - Project Area A","_id":"2"},{"grant_number":"160364472","name":"SFB 901 - A1: SFB 901 - Möglichkeiten und Grenzen lokaler Strategien in dynamischen Netzen (Subproject A1)","_id":"5"}],"_id":"45875","user_id":"477","series_title":"Verlagsschriftenreihe des Heinz Nixdorf Instituts","department":[{"_id":"7"}],"editor":[{"first_name":"Claus-Jochen","last_name":"Haake","full_name":"Haake, Claus-Jochen"},{"first_name":"Friedhelm","full_name":"Meyer auf der Heide, Friedhelm","last_name":"Meyer auf der Heide"},{"last_name":"Platzner","full_name":"Platzner, Marco","first_name":"Marco"},{"full_name":"Wachsmuth, Henning","last_name":"Wachsmuth","first_name":"Henning"},{"full_name":"Wehrheim, Heike","last_name":"Wehrheim","first_name":"Heike"}],"status":"public","type":"book_chapter"},{"language":[{"iso":"eng"}],"ddc":["004"],"publication":"On-The-Fly Computing -- Individualized IT-services in dynamic markets","file":[{"relation":"main_file","content_type":"application/pdf","file_name":"C4-Chapter-SFB-Buch-Final.pdf","access_level":"open_access","file_id":"45896","file_size":1803186,"creator":"florida","date_created":"2023-07-07T08:24:20Z","date_updated":"2023-07-07T11:16:52Z"}],"date_created":"2023-07-07T08:24:28Z","publisher":"Heinz Nixdorf Institut, Universität Paderborn","title":"On-The-Fly Compute Centers II: Execution of Composed Services in Configurable Compute Centers","year":"2023","user_id":"477","series_title":"Verlagsschriftenreihe des Heinz Nixdorf Instituts","department":[{"_id":"7"}],"project":[{"grant_number":"160364472","_id":"1","name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten "},{"name":"SFB 901 - C: SFB 901 - Project Area C","_id":"4"},{"grant_number":"160364472","name":"SFB 901 - C4: SFB 901 - On-The-Fly Compute Centers II: Ausführung komponierter Dienste in konfigurierbaren Rechenzentren (Subproject C4)","_id":"16"}],"_id":"45895","file_date_updated":"2023-07-07T11:16:52Z","type":"book_chapter","status":"public","editor":[{"last_name":"Haake","full_name":"Haake, Claus-Jochen","first_name":"Claus-Jochen"},{"full_name":"Meyer auf der Heide, Friedhelm","last_name":"Meyer auf der Heide","first_name":"Friedhelm"},{"last_name":"Platzner","full_name":"Platzner, Marco","first_name":"Marco"},{"first_name":"Henning","last_name":"Wachsmuth","full_name":"Wachsmuth, Henning"},{"first_name":"Heike","last_name":"Wehrheim","full_name":"Wehrheim, Heike"}],"author":[{"first_name":"Holger","last_name":"Karl","full_name":"Karl, Holger","id":"126"},{"first_name":"Marten","id":"88252","full_name":"Maack, Marten","last_name":"Maack"},{"last_name":"Meyer auf der Heide","id":"15523","full_name":"Meyer auf der Heide, Friedhelm","first_name":"Friedhelm"},{"last_name":"Pukrop","full_name":"Pukrop, Simon","id":"44428","first_name":"Simon"},{"first_name":"Adrian","full_name":"Redder, Adrian","id":"52265","last_name":"Redder","orcid":"https://orcid.org/0000-0001-7391-4688"}],"volume":412,"date_updated":"2023-07-07T11:16:53Z","oa":"1","doi":"10.5281/zenodo.8068664","has_accepted_license":"1","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>.","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.","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>.","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.","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} }","ama":"Karl H, Maack M, Meyer auf der Heide F, Pukrop S, Redder A. 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Paderborn University."},"year":"2023","language":[{"iso":"eng"}],"department":[{"_id":"78"}],"user_id":"398","_id":"45916","project":[{"_id":"83","name":"SFB 901 - T1: SFB 901 -Subproject T1"},{"name":"SFB 901 - T: SFB 901 - Project Area T","_id":"82"},{"grant_number":"160364472","name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten ","_id":"1"}],"status":"public","type":"mastersthesis"},{"_id":"34138","user_id":"71541","series_title":"Leibniz International Proceedings in Informatics (LIPIcs)","department":[{"_id":"623"},{"_id":"7"}],"status":"public","type":"conference","doi":"10.4230/LIPIcs.CCC.2023.34","date_updated":"2023-07-10T14:33:00Z","author":[{"first_name":"Lennart","full_name":"Bittel, Lennart","last_name":"Bittel"},{"id":"71541","full_name":"Gharibian, Sevag","last_name":"Gharibian","orcid":"0000-0002-9992-3379","first_name":"Sevag"},{"full_name":"Kliesch, Martin","last_name":"Kliesch","first_name":"Martin"}],"volume":264,"citation":{"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>","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>.","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>","short":"L. Bittel, S. Gharibian, M. Kliesch, in: Proceedings of the 38th Computational Complexity Conference (CCC), 2023, p. 34:1-34:24.","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)} }"},"intvolume":"       264","page":"34:1-34:24","publication_status":"published","language":[{"iso":"eng"}],"external_id":{"arxiv":["2211.12519"]},"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"}],"publication":"Proceedings of the 38th Computational Complexity Conference (CCC)","title":"The Optimal Depth of Variational Quantum Algorithms Is QCMA-Hard to Approximate","date_created":"2022-11-24T08:07:56Z","year":"2023","issue":"34"},{"type":"dissertation","status":"public","project":[{"grant_number":"160364472","_id":"1","name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten "},{"_id":"4","name":"SFB 901 - C: SFB 901 - Project Area C"},{"grant_number":"160364472","name":"SFB 901 - C4: SFB 901 - On-The-Fly Compute Centers II: Ausführung komponierter Dienste in konfigurierbaren Rechenzentren (Subproject C4)","_id":"16"}],"_id":"45781","user_id":"15504","department":[{"_id":"63"}],"language":[{"iso":"eng"}],"year":"2023","citation":{"short":"S. Pukrop, On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling, 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>.","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} }","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>","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>","ieee":"S. Pukrop, <i>On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling</i>. 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>."},"date_updated":"2023-07-14T09:27:44Z","date_created":"2023-06-27T05:24:19Z","author":[{"first_name":"Simon","last_name":"Pukrop","full_name":"Pukrop, Simon","id":"44428"}],"supervisor":[{"first_name":"Friedhelm","last_name":"Meyer auf der Heide","id":"15523","full_name":"Meyer auf der Heide, Friedhelm"}],"title":"On Cloud Assisted, Restricted, and Reosurce Constrained Scheduling","doi":"10.17619/UNIPB/1-1768 "},{"project":[{"_id":"1","name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten ","grant_number":"160364472"},{"_id":"4","name":"SFB 901 - C: SFB 901 - Project Area C"},{"_id":"13","name":"SFB 901 - C1: SFB 901 - Subproject C1"}],"_id":"46053","user_id":"15504","department":[{"_id":"79"}],"ddc":["004"],"language":[{"iso":"eng"}],"file_date_updated":"2023-07-17T07:05:05Z","type":"bachelorsthesis","file":[{"access_level":"closed","file_id":"46071","file_name":"BA-Schneider.pdf","file_size":1977565,"date_created":"2023-07-17T07:05:05Z","creator":"florida","date_updated":"2023-07-17T07:05:05Z","relation":"main_file","success":1,"content_type":"application/pdf"}],"status":"public","date_updated":"2023-07-17T07:05:22Z","date_created":"2023-07-13T12:46:28Z","supervisor":[{"last_name":"Scheideler","id":"20792","full_name":"Scheideler, Christian","first_name":"Christian"}],"author":[{"full_name":"Schneider, Fabian","last_name":"Schneider","first_name":"Fabian"}],"title":"Utilizing Redundancy in Distributed Heterogeneous Storage","has_accepted_license":"1","year":"2023","citation":{"mla":"Schneider, Fabian. <i>Utilizing Redundancy in Distributed Heterogeneous Storage</i>. 2023.","bibtex":"@book{Schneider_2023, title={Utilizing Redundancy in Distributed Heterogeneous Storage}, author={Schneider, Fabian}, year={2023} }","short":"F. 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