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Enhancing the Accessibility of Knowledge Graph Question Answering Systems through Multilingualization. <i>16th IEEE International Conference on Semantic Computing, ICSC 2022, Laguna Hills, CA, USA, January 26-28, 2022</i>, 251–256. <a href=\"https://doi.org/10.1109/ICSC52841.2022.00048\">https://doi.org/10.1109/ICSC52841.2022.00048</a>","bibtex":"@inproceedings{Perevalov_Ngonga Ngomo_Both_2022, title={Enhancing the Accessibility of Knowledge Graph Question Answering Systems through Multilingualization}, DOI={<a href=\"https://doi.org/10.1109/ICSC52841.2022.00048\">10.1109/ICSC52841.2022.00048</a>}, booktitle={16th IEEE International Conference on Semantic Computing, ICSC 2022, Laguna Hills, CA, USA, January 26-28, 2022}, publisher={IEEE}, author={Perevalov, Aleksandr and Ngonga Ngomo, Axel-Cyrille and Both, Andreas}, year={2022}, pages={251–256} }","ama":"Perevalov A, Ngonga Ngomo A-C, Both A. 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Alexopoulos, R. Hoekstra, M. Alam, A. Dimou, M. Tamper (Eds.), The Semantic Web: ESWC 2022 Satellite Events - Hersonissos, Crete, Greece, May 29 - June 2, 2022, Proceedings, Springer, 2022, pp. 47–51.","chicago":"Zahera, Hamada M., Stefan Heindorf, Stefan Balke, Jonas Haupt, Martin Voigt, Carolin Walter, Fabian Witter, and Axel-Cyrille Ngonga Ngomo. “Tab2Onto: Unsupervised Semantification with Knowledge Graph Embeddings.” In <i>The Semantic Web: ESWC 2022 Satellite Events - Hersonissos, Crete, Greece, May 29 - June 2, 2022, Proceedings</i>, edited by Paul Groth, Anisa Rula, Jodi Schneider, Ilaria Tiddi, Elena Simperl, Panos Alexopoulos, Rinke Hoekstra, Mehwish Alam, Anastasia Dimou, and Minna Tamper, 13384:47–51. Lecture Notes in Computer Science. Springer, 2022. <a href=\"https://doi.org/10.1007/978-3-031-11609-4_9\">https://doi.org/10.1007/978-3-031-11609-4_9</a>.","ieee":"H. M. 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Ngonga Ngomo, “A survey of RDF stores &#38; SPARQL engines for querying knowledge graphs,” <i>VLDB J.</i>, vol. 31, no. 3, pp. 1–26, 2022, doi: <a href=\"https://doi.org/10.1007/s00778-021-00711-3\">10.1007/s00778-021-00711-3</a>."},"publication":"VLDB J.","issue":"3","department":[{"_id":"574"}],"type":"journal_article","date_created":"2023-01-09T15:58:50Z","intvolume":"        31","date_updated":"2023-01-09T15:59:01Z","author":[{"last_name":"Ali","first_name":"Waqas","full_name":"Ali, Waqas"},{"full_name":"Saleem, Muhammad","last_name":"Saleem","first_name":"Muhammad"},{"last_name":"Yao","first_name":"Bin","full_name":"Yao, Bin"},{"last_name":"Hogan","first_name":"Aidan","full_name":"Hogan, Aidan"},{"id":"65716","full_name":"Ngonga Ngomo, Axel-Cyrille","first_name":"Axel-Cyrille","last_name":"Ngonga Ngomo"}],"title":"A survey of RDF stores & SPARQL engines for querying knowledge graphs","year":"2022","status":"public","volume":31,"doi":"10.1007/s00778-021-00711-3","user_id":"65716","_id":"35551","language":[{"iso":"eng"}],"page":"1–26"},{"title":"Hardware-agnostic computation for large-scale knowledge graph embeddings","year":"2022","status":"public","author":[{"last_name":"Demir","first_name":"Caglar","full_name":"Demir, Caglar"},{"full_name":"Ngonga Ngomo, Axel-Cyrille","last_name":"Ngonga Ngomo","first_name":"Axel-Cyrille","id":"65716"}],"date_updated":"2023-01-09T15:59:37Z","intvolume":"        13","page":"100377","_id":"35552","language":[{"iso":"eng"}],"user_id":"65716","doi":"10.1016/j.simpa.2022.100377","volume":13,"publication":"Softw. Impacts","citation":{"mla":"Demir, Caglar, and Axel-Cyrille Ngonga Ngomo. “Hardware-Agnostic Computation for Large-Scale Knowledge Graph Embeddings.” <i>Softw. Impacts</i>, vol. 13, 2022, p. 100377, doi:<a href=\"https://doi.org/10.1016/j.simpa.2022.100377\">10.1016/j.simpa.2022.100377</a>.","bibtex":"@article{Demir_Ngonga Ngomo_2022, title={Hardware-agnostic computation for large-scale knowledge graph embeddings}, volume={13}, DOI={<a href=\"https://doi.org/10.1016/j.simpa.2022.100377\">10.1016/j.simpa.2022.100377</a>}, journal={Softw. Impacts}, author={Demir, Caglar and Ngonga Ngomo, Axel-Cyrille}, year={2022}, pages={100377} }","ama":"Demir C, Ngonga Ngomo A-C. Hardware-agnostic computation for large-scale knowledge graph embeddings. <i>Softw Impacts</i>. 2022;13:100377. doi:<a href=\"https://doi.org/10.1016/j.simpa.2022.100377\">10.1016/j.simpa.2022.100377</a>","ieee":"C. Demir and A.-C. Ngonga Ngomo, “Hardware-agnostic computation for large-scale knowledge graph embeddings,” <i>Softw. Impacts</i>, vol. 13, p. 100377, 2022, doi: <a href=\"https://doi.org/10.1016/j.simpa.2022.100377\">10.1016/j.simpa.2022.100377</a>.","apa":"Demir, C., &#38; Ngonga Ngomo, A.-C. (2022). Hardware-agnostic computation for large-scale knowledge graph embeddings. <i>Softw. Impacts</i>, <i>13</i>, 100377. <a href=\"https://doi.org/10.1016/j.simpa.2022.100377\">https://doi.org/10.1016/j.simpa.2022.100377</a>","chicago":"Demir, Caglar, and Axel-Cyrille Ngonga Ngomo. “Hardware-Agnostic Computation for Large-Scale Knowledge Graph Embeddings.” <i>Softw. Impacts</i> 13 (2022): 100377. <a href=\"https://doi.org/10.1016/j.simpa.2022.100377\">https://doi.org/10.1016/j.simpa.2022.100377</a>.","short":"C. Demir, A.-C. Ngonga Ngomo, Softw. 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IEEE; 2022. doi:<a href=\"https://doi.org/10.1109/cdc45484.2021.9683540\">10.1109/cdc45484.2021.9683540</a>","bibtex":"@inproceedings{Tjell_Schluter_Binfet_Schulze Darup_2022, title={Secure learning-based MPC via garbled circuit}, DOI={<a href=\"https://doi.org/10.1109/cdc45484.2021.9683540\">10.1109/cdc45484.2021.9683540</a>}, booktitle={2021 60th IEEE Conference on Decision and Control (CDC)}, publisher={IEEE}, author={Tjell, Katrine and Schluter, Nils and Binfet, Philipp and Schulze Darup, Moritz }, year={2022} }"},"publication":"2021 60th IEEE Conference on Decision and Control (CDC)","department":[{"_id":"622"}],"type":"conference","date_created":"2023-01-09T16:28:22Z","date_updated":"2023-01-09T16:42:46Z","publication_status":"published","author":[{"last_name":"Tjell","first_name":"Katrine","full_name":"Tjell, Katrine"},{"last_name":"Schluter","first_name":"Nils","full_name":"Schluter, Nils"},{"full_name":"Binfet, Philipp","last_name":"Binfet","first_name":"Philipp"},{"first_name":"Moritz ","last_name":"Schulze Darup","full_name":"Schulze Darup, Moritz "}],"year":"2022","status":"public","title":"Secure learning-based MPC via garbled circuit","doi":"10.1109/cdc45484.2021.9683540","user_id":"158","publisher":"IEEE","_id":"35570","language":[{"iso":"eng"}]},{"doi":"10.23919/ecc54610.2021.9655161","user_id":"158","language":[{"iso":"eng"}],"_id":"35573","publisher":"IEEE","date_updated":"2023-01-09T16:42:37Z","publication_status":"published","year":"2022","status":"public","title":"Encrypted dynamic control with unlimited operating time via FIR filters","author":[{"full_name":"Schluter, Nils","last_name":"Schluter","first_name":"Nils"},{"full_name":"Neuhaus, Matthias","last_name":"Neuhaus","first_name":"Matthias"},{"full_name":"Schulze Darup, Moritz","last_name":"Schulze Darup","first_name":"Moritz"}],"type":"conference","department":[{"_id":"622"}],"date_created":"2023-01-09T16:32:09Z","extern":"1","publication":"2021 European Control Conference (ECC)","citation":{"bibtex":"@inproceedings{Schluter_Neuhaus_Schulze Darup_2022, title={Encrypted dynamic control with unlimited operating time via FIR filters}, DOI={<a href=\"https://doi.org/10.23919/ecc54610.2021.9655161\">10.23919/ecc54610.2021.9655161</a>}, booktitle={2021 European Control Conference (ECC)}, publisher={IEEE}, author={Schluter, Nils and Neuhaus, Matthias and Schulze Darup, Moritz}, year={2022} }","ama":"Schluter N, Neuhaus M, Schulze Darup M. Encrypted dynamic control with unlimited operating time via FIR filters. In: <i>2021 European Control Conference (ECC)</i>. IEEE; 2022. doi:<a href=\"https://doi.org/10.23919/ecc54610.2021.9655161\">10.23919/ecc54610.2021.9655161</a>","mla":"Schluter, Nils, et al. “Encrypted Dynamic Control with Unlimited Operating Time via FIR Filters.” <i>2021 European Control Conference (ECC)</i>, IEEE, 2022, doi:<a href=\"https://doi.org/10.23919/ecc54610.2021.9655161\">10.23919/ecc54610.2021.9655161</a>.","short":"N. Schluter, M. Neuhaus, M. Schulze Darup, in: 2021 European Control Conference (ECC), IEEE, 2022.","chicago":"Schluter, Nils, Matthias Neuhaus, and Moritz Schulze Darup. “Encrypted Dynamic Control with Unlimited Operating Time via FIR Filters.” In <i>2021 European Control Conference (ECC)</i>. IEEE, 2022. <a href=\"https://doi.org/10.23919/ecc54610.2021.9655161\">https://doi.org/10.23919/ecc54610.2021.9655161</a>.","ieee":"N. Schluter, M. Neuhaus, and M. 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Encrypted dynamic control with unlimited operating time via FIR filters. <i>2021 European Control Conference (ECC)</i>. <a href=\"https://doi.org/10.23919/ecc54610.2021.9655161\">https://doi.org/10.23919/ecc54610.2021.9655161</a>"}},{"language":[{"iso":"eng"}],"_id":"35569","publisher":"IEEE","doi":"10.1109/cdc45484.2021.9683528","user_id":"158","author":[{"first_name":"Dieter","last_name":"Teichrib","full_name":"Teichrib, Dieter"},{"full_name":"Schulze Darup, Moritz","first_name":"Moritz","last_name":"Schulze Darup"}],"status":"public","year":"2022","title":"Tailored neural networks for learning optimal value functions in MPC","date_updated":"2023-01-09T16:42:54Z","publication_status":"published","date_created":"2023-01-09T16:27:24Z","department":[{"_id":"622"}],"type":"conference","citation":{"ieee":"D. Teichrib and M. 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IEEE, 2022. <a href=\"https://doi.org/10.1109/cdc45484.2021.9683528\">https://doi.org/10.1109/cdc45484.2021.9683528</a>.","mla":"Teichrib, Dieter, and Moritz Schulze Darup. “Tailored Neural Networks for Learning Optimal Value Functions in MPC.” <i>2021 60th IEEE Conference on Decision and Control (CDC)</i>, IEEE, 2022, doi:<a href=\"https://doi.org/10.1109/cdc45484.2021.9683528\">10.1109/cdc45484.2021.9683528</a>.","bibtex":"@inproceedings{Teichrib_Schulze Darup_2022, title={Tailored neural networks for learning optimal value functions in MPC}, DOI={<a href=\"https://doi.org/10.1109/cdc45484.2021.9683528\">10.1109/cdc45484.2021.9683528</a>}, booktitle={2021 60th IEEE Conference on Decision and Control (CDC)}, publisher={IEEE}, author={Teichrib, Dieter and Schulze Darup, Moritz}, year={2022} }","ama":"Teichrib D, Schulze Darup M. Tailored neural networks for learning optimal value functions in MPC. In: <i>2021 60th IEEE Conference on Decision and Control (CDC)</i>. IEEE; 2022. doi:<a href=\"https://doi.org/10.1109/cdc45484.2021.9683528\">10.1109/cdc45484.2021.9683528</a>"},"publication":"2021 60th IEEE Conference on Decision and Control (CDC)","extern":"1"},{"language":[{"iso":"eng"}],"doi":"10.1109/mcs.2020.3019723","title":"Behavioral Economics for Human-in-the-Loop Control Systems Design: Overconfidence and the Hot Hand Fallacy","year":"2022","author":[{"full_name":"Protte, Marius","first_name":"Marius","last_name":"Protte"},{"last_name":"Fahr","first_name":"Rene","full_name":"Fahr, Rene"},{"first_name":"Daniel E.","last_name":"Quevedo","full_name":"Quevedo, Daniel E."}],"publication_identifier":{"issn":["1066-033X","1941-000X"]},"publication_status":"published","date_updated":"2023-01-09T16:47:00Z","intvolume":"        40","date_created":"2023-01-09T16:46:46Z","keyword":["Electrical and Electronic Engineering","Modeling and Simulation","Control and Systems Engineering","Electrical and Electronic Engineering","Modeling and Simulation","Control and Systems Engineering"],"type":"journal_article","department":[{"_id":"57"}],"issue":"6","publication":"IEEE Control Systems","page":"57-76","_id":"35586","publisher":"Institute of Electrical and Electronics Engineers (IEEE)","user_id":"158","volume":40,"status":"public","citation":{"apa":"Protte, M., Fahr, R., &#38; Quevedo, D. E. (2022). Behavioral Economics for Human-in-the-Loop Control Systems Design: Overconfidence and the Hot Hand Fallacy. <i>IEEE Control Systems</i>, <i>40</i>(6), 57–76. <a href=\"https://doi.org/10.1109/mcs.2020.3019723\">https://doi.org/10.1109/mcs.2020.3019723</a>","ieee":"M. Protte, R. Fahr, and D. E. Quevedo, “Behavioral Economics for Human-in-the-Loop Control Systems Design: Overconfidence and the Hot Hand Fallacy,” <i>IEEE Control Systems</i>, vol. 40, no. 6, pp. 57–76, 2022, doi: <a href=\"https://doi.org/10.1109/mcs.2020.3019723\">10.1109/mcs.2020.3019723</a>.","short":"M. Protte, R. Fahr, D.E. Quevedo, IEEE Control Systems 40 (2022) 57–76.","chicago":"Protte, Marius, Rene Fahr, and Daniel E. Quevedo. “Behavioral Economics for Human-in-the-Loop Control Systems Design: Overconfidence and the Hot Hand Fallacy.” <i>IEEE Control Systems</i> 40, no. 6 (2022): 57–76. <a href=\"https://doi.org/10.1109/mcs.2020.3019723\">https://doi.org/10.1109/mcs.2020.3019723</a>.","mla":"Protte, Marius, et al. “Behavioral Economics for Human-in-the-Loop Control Systems Design: Overconfidence and the Hot Hand Fallacy.” <i>IEEE Control Systems</i>, vol. 40, no. 6, Institute of Electrical and Electronics Engineers (IEEE), 2022, pp. 57–76, doi:<a href=\"https://doi.org/10.1109/mcs.2020.3019723\">10.1109/mcs.2020.3019723</a>.","ama":"Protte M, Fahr R, Quevedo DE. Behavioral Economics for Human-in-the-Loop Control Systems Design: Overconfidence and the Hot Hand Fallacy. <i>IEEE Control Systems</i>. 2022;40(6):57-76. doi:<a href=\"https://doi.org/10.1109/mcs.2020.3019723\">10.1109/mcs.2020.3019723</a>","bibtex":"@article{Protte_Fahr_Quevedo_2022, title={Behavioral Economics for Human-in-the-Loop Control Systems Design: Overconfidence and the Hot Hand Fallacy}, volume={40}, DOI={<a href=\"https://doi.org/10.1109/mcs.2020.3019723\">10.1109/mcs.2020.3019723</a>}, number={6}, journal={IEEE Control Systems}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Protte, Marius and Fahr, Rene and Quevedo, Daniel E.}, year={2022}, pages={57–76} }"}},{"department":[{"_id":"33"},{"_id":"586"}],"type":"dissertation","date_created":"2022-06-13T08:12:43Z","abstract":[{"lang":"ger","text":"Der Förderung von Reflexionskompetenz wird für die Professionalisierung angehender Lehrkräfte eine hohe Bedeutung für die Relationierung zwischen Theorie und Praxis zugeschrieben. In dieser Arbeit wird den übergeordneten Fragestellungen nachgegangen, inwiefern es Lehramtsstudierenden durch Reflexionsgelegenheiten im Studium gelingt, ihr theoretisches Wissen mit praktischen Erfahrungen in Beziehung zu setzen und in welchem Zusammenhang die Reflexionskompetenz zu bestimmten Fördermaßnahmen (Portfolioarbeit) und Settings (Microteaching) sowie zu anderen Facetten professioneller Handlungskompetenz (Professionswissen, Einstellungen, Motivation) steht. Auf Basis einer kompetenztheoretischen Modellierung von Reflexion wurde hierzu die Reflexionsperformanz von Lehramtsstudierenden erfasst, um Rückschlüsse auf reflexionsbezogene Denkprozesse ziehen zu können. Die Auswertungen erfolgten qualitativ inhaltsanalytisch und wurden an teilweise quantifiziert, um statistische Analysen durchführen zu können. Insgesamt zeigen die Befunde der drei Teilstudien, dass die Reflexionsperformanz insbesondere dann von höherer Qualität ist, wenn theoretische Inhalte explizit mit praktischen Erfahrungen relationiert werden. Positive Einstellungen gegenüber Reflexion unterstützen die Reflexionsperformanz. Das bildungswissenschaftliche Professionswissen der Studierenden kann darüber hinaus Unterschiede in der Reflexionsperformanz erklären."},{"text":"The promotion of reflective competence is attributed a high significance for the professionalisation of prospective teachers for the relation between theory and practice. In this study, the overarching questions are investigated to what extent student teachers succeed in relating their theoretical knowledge to practical experiences through reflection opportunities in their studies and how reflection competence is related to certain support measures (portfolio work) and settings (microteaching) as well as to other facets of professional action competence (professional knowledge, attitudes, motivation). Based on a competence-theoretical modelling of reflection, the reflective performance of student teachers was recorded in order to be able to draw conclusions about reflection-related thought processes. The evaluations were carried out qualitatively in terms of content analysis and were partially quantified in order to be able to carry out statistical analyses. Overall, the findings of the three sub-studies show that the reflective performance is of higher quality especially when theoretical contents are explicitly related to practical experiences. Positive attitudes towards reflection support reflection performance. The students' professional knowledge in educational science can also explain differences in reflective performance.","lang":"eng"}],"citation":{"short":"J. Meier, „LauRa - In der Lehramtsausbildung Reflexionskompetenz analysieren“. Untersuchungen zum Verhältnis von Theorie, Praxis und Reflexion im Rahmen der Professionalisierung angehender Lehrpersonen., Universität Paderborn, 2022.","chicago":"Meier, Jana. <i>„LauRa - In der Lehramtsausbildung Reflexionskompetenz analysieren“. Untersuchungen zum Verhältnis von Theorie, Praxis und Reflexion im Rahmen der Professionalisierung angehender Lehrpersonen.</i> Universität Paderborn, 2022. <a href=\"https://doi.org/10.17619/UNIPB/1-1274\">https://doi.org/10.17619/UNIPB/1-1274</a>.","apa":"Meier, J. (2022). <i>„LauRa - In der Lehramtsausbildung Reflexionskompetenz analysieren“. Untersuchungen zum Verhältnis von Theorie, Praxis und Reflexion im Rahmen der Professionalisierung angehender Lehrpersonen.</i> Universität Paderborn. <a href=\"https://doi.org/10.17619/UNIPB/1-1274\">https://doi.org/10.17619/UNIPB/1-1274</a>","ieee":"J. Meier, <i>„LauRa - In der Lehramtsausbildung Reflexionskompetenz analysieren“. Untersuchungen zum Verhältnis von Theorie, Praxis und Reflexion im Rahmen der Professionalisierung angehender Lehrpersonen.</i> Universität Paderborn, 2022.","ama":"Meier J. <i>„LauRa - In der Lehramtsausbildung Reflexionskompetenz analysieren“. Untersuchungen zum Verhältnis von Theorie, Praxis und Reflexion im Rahmen der Professionalisierung angehender Lehrpersonen.</i> Universität Paderborn; 2022. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-1274\">10.17619/UNIPB/1-1274</a>","bibtex":"@book{Meier_2022, title={„LauRa - In der Lehramtsausbildung Reflexionskompetenz analysieren“. Untersuchungen zum Verhältnis von Theorie, Praxis und Reflexion im Rahmen der Professionalisierung angehender Lehrpersonen.}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-1274\">10.17619/UNIPB/1-1274</a>}, publisher={Universität Paderborn}, author={Meier, Jana}, year={2022} }","mla":"Meier, Jana. <i>„LauRa - In der Lehramtsausbildung Reflexionskompetenz analysieren“. Untersuchungen zum Verhältnis von Theorie, Praxis und Reflexion im Rahmen der Professionalisierung angehender Lehrpersonen.</i> Universität Paderborn, 2022, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-1274\">10.17619/UNIPB/1-1274</a>."},"supervisor":[{"last_name":"Schaper","first_name":"Niclas","full_name":"Schaper, Niclas"},{"id":"217","last_name":"Herzig","first_name":"Bardo","full_name":"Herzig, Bardo"}],"user_id":"28542","doi":"10.17619/UNIPB/1-1274","language":[{"iso":"ger"}],"_id":"31851","publisher":"Universität Paderborn","date_updated":"2023-01-09T17:17:32Z","author":[{"full_name":"Meier, Jana","last_name":"Meier","first_name":"Jana"}],"title":"„LauRa - In der Lehramtsausbildung Reflexionskompetenz analysieren“. Untersuchungen zum Verhältnis von Theorie, Praxis und Reflexion im Rahmen der Professionalisierung angehender Lehrpersonen.","status":"public","year":"2022"},{"volume":15,"user_id":"28542","language":[{"iso":"ger"}],"_id":"35581","page":"39-58","intvolume":"        15","publication_status":"published","date_updated":"2023-01-09T17:18:19Z","author":[{"first_name":"Jana","last_name":"Meier","orcid":"https://orcid.org/0000-0002-6756-9440","full_name":"Meier, Jana","id":"28542"},{"full_name":"Vogelsang, Christoph","last_name":"Vogelsang","first_name":"Christoph","id":"4245"},{"first_name":"Christina","last_name":"Watson","full_name":"Watson, Christina"},{"first_name":"Niclas","last_name":"Schaper","full_name":"Schaper, Niclas"}],"year":"2022","title":"„Reflexion ist erzwungenes Nachdenken“ – Zusammenhänge zwischen dem Reflexionsverständnis Lehramtsstudierender & Facetten ihrer Reflexionskompetenz. 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Regularity of Lie groups. <i>Communications in Analysis and Geometry</i>. 2022;30(1):53-152. doi:<a href=\"https://doi.org/10.4310/cag.2022.v30.n1.a2\">10.4310/cag.2022.v30.n1.a2</a>","mla":"Hanusch, Maximilian. “Regularity of Lie Groups.” <i>Communications in Analysis and Geometry</i>, vol. 30, no. 1, International Press of Boston, 2022, pp. 53–152, doi:<a href=\"https://doi.org/10.4310/cag.2022.v30.n1.a2\">10.4310/cag.2022.v30.n1.a2</a>."},"status":"public","user_id":"30905","volume":30,"page":"53-152","_id":"34817","publisher":"International Press of Boston"},{"type":"working_paper","department":[{"_id":"93"}],"date_created":"2022-12-22T17:06:02Z","citation":{"chicago":"Hanusch, Maximilian. <i>Analysis 1 und 2 Skript/Buch</i>. https://maximilianhanusch.wixsite.com/my-site/lehre-teaching, n.d.","short":"M. Hanusch, Analysis 1 und 2 Skript/Buch, https://maximilianhanusch.wixsite.com/my-site/lehre-teaching, n.d.","ieee":"M. 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Kucklick and O. Müller, “Tackling the Accuracy–Interpretability Trade-off: Interpretable Deep Learning Models for Satellite Image-based Real Estate Appraisal,” <i>ACM Transactions on Management Information Systems</i>, 2022, doi: <a href=\"https://doi.org/10.1145/3567430\">10.1145/3567430</a>.","apa":"Kucklick, J.-P., &#38; Müller, O. (2022). Tackling the Accuracy–Interpretability Trade-off: Interpretable Deep Learning Models for Satellite Image-based Real Estate Appraisal. <i>ACM Transactions on Management Information Systems</i>. <a href=\"https://doi.org/10.1145/3567430\">https://doi.org/10.1145/3567430</a>","chicago":"Kucklick, Jan-Peter, and Oliver Müller. “Tackling the Accuracy–Interpretability Trade-off: Interpretable Deep Learning Models for Satellite Image-Based Real Estate Appraisal.” <i>ACM Transactions on Management Information Systems</i>, 2022. <a href=\"https://doi.org/10.1145/3567430\">https://doi.org/10.1145/3567430</a>.","short":"J.-P. Kucklick, O. Müller, ACM Transactions on Management Information Systems (2022).","mla":"Kucklick, Jan-Peter, and Oliver Müller. “Tackling the Accuracy–Interpretability Trade-off: Interpretable Deep Learning Models for Satellite Image-Based Real Estate Appraisal.” <i>ACM Transactions on Management Information Systems</i>, Association for Computing Machinery (ACM), 2022, doi:<a href=\"https://doi.org/10.1145/3567430\">10.1145/3567430</a>.","bibtex":"@article{Kucklick_Müller_2022, title={Tackling the Accuracy–Interpretability Trade-off: Interpretable Deep Learning Models for Satellite Image-based Real Estate Appraisal}, DOI={<a href=\"https://doi.org/10.1145/3567430\">10.1145/3567430</a>}, journal={ACM Transactions on Management Information Systems}, publisher={Association for Computing Machinery (ACM)}, author={Kucklick, Jan-Peter and Müller, Oliver}, year={2022} }","ama":"Kucklick J-P, Müller O. Tackling the Accuracy–Interpretability Trade-off: Interpretable Deep Learning Models for Satellite Image-based Real Estate Appraisal. <i>ACM Transactions on Management Information Systems</i>. Published online 2022. doi:<a href=\"https://doi.org/10.1145/3567430\">10.1145/3567430</a>"},"doi":"10.1145/3567430","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://dl.acm.org/doi/pdf/10.1145/3567430"}],"article_type":"original","publication_status":"published","date_updated":"2023-01-10T05:20:18Z","publication_identifier":{"issn":["2158-656X","2158-6578"]},"author":[{"full_name":"Kucklick, Jan-Peter","last_name":"Kucklick","first_name":"Jan-Peter","id":"77066"},{"last_name":"Müller","first_name":"Oliver","full_name":"Müller, Oliver","id":"72849"}],"title":"Tackling the Accuracy–Interpretability Trade-off: Interpretable Deep Learning Models for Satellite Image-based Real Estate Appraisal","year":"2022","department":[{"_id":"195"},{"_id":"196"}],"type":"journal_article","keyword":["Interpretability","Convolutional Neural Network","Accuracy-Interpretability Trade-Of","Real Estate Appraisal","Hedonic Pricing","Grad-Ram"],"date_created":"2023-01-10T05:16:02Z","abstract":[{"text":"Deep learning models fuel many modern decision support systems, because they typically provide high predictive performance. Among other domains, deep learning is used in real-estate appraisal, where it allows to extend the analysis from hard facts only (e.g., size, age) to also consider more implicit information about the location or appearance of houses in the form of image data. However, one downside of deep learning models is their intransparent mechanic of decision making, which leads to a trade-off between accuracy and interpretability. This limits their applicability for tasks where a justification of the decision is necessary. Therefore, in this paper, we first combine different perspectives on interpretability into a multi-dimensional framework for a socio-technical perspective on explainable artificial intelligence. Second, we measure the performance gains of using multi-view deep learning which leverages additional image data (satellite images) for real estate appraisal. Third, we propose and test a novel post-hoc explainability method called Grad-Ram. This modified version of Grad-Cam mitigates the intransparency of convolutional neural networks (CNNs) for predicting continuous outcome variables. With this, we try to reduce the accuracy-interpretability trade-off of multi-view deep learning models. Our proposed network architecture outperforms traditional hedonic regression models by 34% in terms of MAE. Furthermore, we find that the used satellite images are the second most important predictor after square feet in our model and that the network learns interpretable patterns about the neighborhood structure and density.","lang":"eng"}],"publication":"ACM Transactions on Management Information Systems"},{"citation":{"ama":"Gokeler A, Grassi A, Hoogeslag R, et al. Correction: Return to sports after ACL injury 5 years from now: 10 things we must do. <i>Journal of Experimental Orthopaedics</i>. 2022;9(1). doi:<a href=\"https://doi.org/10.1186/s40634-022-00548-x\">10.1186/s40634-022-00548-x</a>","bibtex":"@article{Gokeler_Grassi_Hoogeslag_van Houten_Lehmann_Bolling_Buckthorpe_Norte_Benjaminse_Heuvelmans_et al._2022, title={Correction: Return to sports after ACL injury 5 years from now: 10 things we must do}, volume={9}, DOI={<a href=\"https://doi.org/10.1186/s40634-022-00548-x\">10.1186/s40634-022-00548-x</a>}, number={1111}, journal={Journal of Experimental Orthopaedics}, publisher={Springer Science and Business Media LLC}, author={Gokeler, Alli and Grassi, Alberto and Hoogeslag, Roy and van Houten, Albert and Lehmann, Tim and Bolling, Caroline and Buckthorpe, Matthew and Norte, Grant and Benjaminse, Anne and Heuvelmans, Pieter and et al.}, year={2022} }","mla":"Gokeler, Alli, et al. “Correction: Return to Sports after ACL Injury 5 Years from Now: 10 Things We Must Do.” <i>Journal of Experimental Orthopaedics</i>, vol. 9, no. 1, 111, Springer Science and Business Media LLC, 2022, doi:<a href=\"https://doi.org/10.1186/s40634-022-00548-x\">10.1186/s40634-022-00548-x</a>.","short":"A. Gokeler, A. Grassi, R. Hoogeslag, A. van Houten, T. Lehmann, C. Bolling, M. Buckthorpe, G. Norte, A. Benjaminse, P. Heuvelmans, S. Di Paolo, I. Tak, F.D. Villa, Journal of Experimental Orthopaedics 9 (2022).","chicago":"Gokeler, Alli, Alberto Grassi, Roy Hoogeslag, Albert van Houten, Tim Lehmann, Caroline Bolling, Matthew Buckthorpe, et al. “Correction: Return to Sports after ACL Injury 5 Years from Now: 10 Things We Must Do.” <i>Journal of Experimental Orthopaedics</i> 9, no. 1 (2022). <a href=\"https://doi.org/10.1186/s40634-022-00548-x\">https://doi.org/10.1186/s40634-022-00548-x</a>.","apa":"Gokeler, A., Grassi, A., Hoogeslag, R., van Houten, A., Lehmann, T., Bolling, C., Buckthorpe, M., Norte, G., Benjaminse, A., Heuvelmans, P., Di Paolo, S., Tak, I., &#38; Villa, F. D. (2022). Correction: Return to sports after ACL injury 5 years from now: 10 things we must do. <i>Journal of Experimental Orthopaedics</i>, <i>9</i>(1), Article 111. <a href=\"https://doi.org/10.1186/s40634-022-00548-x\">https://doi.org/10.1186/s40634-022-00548-x</a>","ieee":"A. Gokeler <i>et al.</i>, “Correction: Return to sports after ACL injury 5 years from now: 10 things we must do,” <i>Journal of Experimental Orthopaedics</i>, vol. 9, no. 1, Art. no. 111, 2022, doi: <a href=\"https://doi.org/10.1186/s40634-022-00548-x\">10.1186/s40634-022-00548-x</a>."},"status":"public","_id":"35623","publisher":"Springer Science and Business Media LLC","user_id":"41584","volume":9,"publication":"Journal of Experimental Orthopaedics","issue":"1","date_created":"2023-01-10T06:37:10Z","keyword":["Orthopedics and Sports Medicine"],"type":"journal_article","title":"Correction: Return to sports after ACL injury 5 years from now: 10 things we must do","year":"2022","publication_identifier":{"issn":["2197-1153"]},"author":[{"last_name":"Gokeler","first_name":"Alli","full_name":"Gokeler, Alli"},{"first_name":"Alberto","last_name":"Grassi","full_name":"Grassi, Alberto"},{"first_name":"Roy","last_name":"Hoogeslag","full_name":"Hoogeslag, Roy"},{"first_name":"Albert","last_name":"van Houten","full_name":"van Houten, Albert"},{"id":"41584","full_name":"Lehmann, Tim","first_name":"Tim","last_name":"Lehmann"},{"last_name":"Bolling","first_name":"Caroline","full_name":"Bolling, Caroline"},{"first_name":"Matthew","last_name":"Buckthorpe","full_name":"Buckthorpe, Matthew"},{"full_name":"Norte, Grant","last_name":"Norte","first_name":"Grant"},{"full_name":"Benjaminse, Anne","first_name":"Anne","last_name":"Benjaminse"},{"full_name":"Heuvelmans, Pieter","first_name":"Pieter","last_name":"Heuvelmans"},{"full_name":"Di Paolo, Stefano","first_name":"Stefano","last_name":"Di Paolo"},{"full_name":"Tak, Igor","first_name":"Igor","last_name":"Tak"},{"full_name":"Villa, Francesco Della","first_name":"Francesco Della","last_name":"Villa"}],"publication_status":"published","date_updated":"2023-01-10T06:38:14Z","intvolume":"         9","article_number":"111","language":[{"iso":"eng"}],"doi":"10.1186/s40634-022-00548-x"}]