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Alfano <i>et al.</i>, “Molecular Crowding: The History and Development of a Scientific Paradigm,” <i>Chemical Reviews</i>, vol. 124, no. 6, pp. 3186–3219, 2024, doi: <a href=\"https://doi.org/10.1021/acs.chemrev.3c00615\">10.1021/acs.chemrev.3c00615</a>.","chicago":"Alfano, Caterina, Yann Fichou, Klaus Huber, Matthias Weiss, Evan Spruijt, Simon Ebbinghaus, Giuseppe De Luca, et al. “Molecular Crowding: The History and Development of a Scientific Paradigm.” <i>Chemical Reviews</i> 124, no. 6 (2024): 3186–3219. <a href=\"https://doi.org/10.1021/acs.chemrev.3c00615\">https://doi.org/10.1021/acs.chemrev.3c00615</a>.","ama":"Alfano C, Fichou Y, Huber K, et al. Molecular Crowding: The History and Development of a Scientific Paradigm. <i>Chemical Reviews</i>. 2024;124(6):3186-3219. doi:<a href=\"https://doi.org/10.1021/acs.chemrev.3c00615\">10.1021/acs.chemrev.3c00615</a>","apa":"Alfano, C., Fichou, Y., Huber, K., Weiss, M., Spruijt, E., Ebbinghaus, S., De Luca, G., Morando, M. 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Multinationale Unternehmen der westeuropäischen Chemieindustrie in der Zeit nach dem Boom (1960er-2000er Jahre) (= Nach dem Boom), Göttingen 2023. In <i>Sehepunkte</i> (Vol. 24, Issue 2)."},"year":"2024","issue":"2"},{"citation":{"bibtex":"@article{Wienhues_2024, series={Beiträge zum Mathematikunterricht}, title={“Und das war auch so ein Knackpunkt” - Professionalisierung für die Förderung von arithmetischen Basiskompetenzen}, DOI={<a href=\"https://doi.org/10.17877/DE290R-24878\">10.17877/DE290R-24878</a>}, publisher={LibreCat University}, author={Wienhues, Inga}, year={2024}, collection={Beiträge zum Mathematikunterricht} }","mla":"Wienhues, Inga. <i>“Und Das War Auch so Ein Knackpunkt” - Professionalisierung Für Die Förderung von Arithmetischen Basiskompetenzen</i>. LibreCat University, 2024, doi:<a href=\"https://doi.org/10.17877/DE290R-24878\">10.17877/DE290R-24878</a>.","short":"I. Wienhues, (2024).","apa":"Wienhues, I. 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Wienhues, “‘Und das war auch so ein Knackpunkt’ - Professionalisierung für die Förderung von arithmetischen Basiskompetenzen.” LibreCat University, 2024, doi: <a href=\"https://doi.org/10.17877/DE290R-24878\">10.17877/DE290R-24878</a>."},"year":"2024","doi":"10.17877/DE290R-24878","title":"\"Und das war auch so ein Knackpunkt\" - Professionalisierung für die Förderung von arithmetischen Basiskompetenzen","date_created":"2025-04-17T08:21:59Z","author":[{"full_name":"Wienhues, Inga","last_name":"Wienhues","first_name":"Inga"}],"date_updated":"2025-11-25T08:34:52Z","publisher":"LibreCat University","status":"public","abstract":[{"lang":"eng","text":"Professionalisierung für eine unterstützende Lernbegleitung beim mathematischen Lernen ist ein zentrales Ziel der Lehrkräfte-Ausbildung. Im Rahmen der präsentierten Studie werden die berichteten Förderhandlungen von Studierenden während der Förderung von Kindern mit Schwierigkeiten fokussiert. Erste Erkenntnisse aus einer leitfadengestützten Interviewstudie werden vorgestellt und ein Ausblick für das weitere Vorgehen des Promotionsprojekts gegeben."}],"type":"conference","language":[{"iso":"eng"}],"series_title":"Beiträge zum Mathematikunterricht","user_id":"61635","_id":"59611"},{"publication_status":"published","has_accepted_license":"1","publication_identifier":{"issn":["2227-9040"]},"citation":{"mla":"Baier, Dominik, et al. “Gas Sensing with Nanoporous In2O3 under Cyclic Optical Activation: Machine Learning-Aided Classification of H2 and H2O.” <i>Chemosensors</i>, vol. 12, no. 9, MDPI, 2024, p. 178, doi:<a href=\"https://doi.org/10.3390/chemosensors12090178\">10.3390/chemosensors12090178</a>.","bibtex":"@article{Baier_Krüger_Wagner_Tiemann_Weinberger_2024, title={Gas Sensing with Nanoporous In2O3 under Cyclic Optical Activation: Machine Learning-Aided Classification of H2 and H2O}, volume={12}, DOI={<a href=\"https://doi.org/10.3390/chemosensors12090178\">10.3390/chemosensors12090178</a>}, number={9}, journal={Chemosensors}, publisher={MDPI}, author={Baier, Dominik  and Krüger, Alexander  and Wagner, Thorsten  and Tiemann, Michael and Weinberger, Christian}, year={2024}, pages={178} }","short":"D. 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Weinberger, “Gas Sensing with Nanoporous In2O3 under Cyclic Optical Activation: Machine Learning-Aided Classification of H2 and H2O,” <i>Chemosensors</i>, vol. 12, no. 9, p. 178, 2024, doi: <a href=\"https://doi.org/10.3390/chemosensors12090178\">10.3390/chemosensors12090178</a>.","chicago":"Baier, Dominik , Alexander  Krüger, Thorsten  Wagner, Michael Tiemann, and Christian Weinberger. “Gas Sensing with Nanoporous In2O3 under Cyclic Optical Activation: Machine Learning-Aided Classification of H2 and H2O.” <i>Chemosensors</i> 12, no. 9 (2024): 178. <a href=\"https://doi.org/10.3390/chemosensors12090178\">https://doi.org/10.3390/chemosensors12090178</a>.","ama":"Baier D, Krüger A, Wagner T, Tiemann M, Weinberger C. Gas Sensing with Nanoporous In2O3 under Cyclic Optical Activation: Machine Learning-Aided Classification of H2 and H2O. <i>Chemosensors</i>. 2024;12(9):178. doi:<a href=\"https://doi.org/10.3390/chemosensors12090178\">10.3390/chemosensors12090178</a>"},"page":"178","intvolume":"        12","author":[{"first_name":"Dominik ","full_name":"Baier, Dominik ","last_name":"Baier"},{"last_name":"Krüger","full_name":"Krüger, Alexander ","first_name":"Alexander "},{"full_name":"Wagner, Thorsten ","last_name":"Wagner","first_name":"Thorsten "},{"first_name":"Michael","orcid":"0000-0003-1711-2722","last_name":"Tiemann","full_name":"Tiemann, Michael","id":"23547"},{"last_name":"Weinberger","full_name":"Weinberger, Christian","id":"11848","first_name":"Christian"}],"volume":12,"oa":"1","date_updated":"2025-11-26T12:14:21Z","main_file_link":[{"url":"https://www.mdpi.com/2227-9040/12/9/178","open_access":"1"}],"doi":"10.3390/chemosensors12090178","type":"journal_article","status":"public","user_id":"11848","department":[{"_id":"2"},{"_id":"307"}],"_id":"55999","file_date_updated":"2024-09-03T13:58:18Z","article_type":"original","issue":"9","quality_controlled":"1","year":"2024","date_created":"2024-09-03T13:49:42Z","publisher":"MDPI","title":"Gas Sensing with Nanoporous In2O3 under Cyclic Optical Activation: Machine Learning-Aided Classification of H2 and H2O","publication":"Chemosensors","file":[{"date_updated":"2024-09-03T13:58:18Z","date_created":"2024-09-03T13:58:18Z","creator":"cweinber","file_size":3275869,"file_id":"56000","access_level":"closed","file_name":"chemosensors-12-00178.pdf","content_type":"application/pdf","success":1,"relation":"main_file"}],"abstract":[{"lang":"eng","text":"Clean hydrogen is a key aspect of carbon neutrality, necessitating robust methods for monitoring hydrogen concentration in critical infrastructures like pipelines or power plants. While semiconducting metal oxides such as In2O3 can monitor gas concentrations down to the ppm range, they often exhibit cross-sensitivity to other gases like H2O. In this study, we investigated whether cyclic optical illumination of a gas-sensitive In2O3 layer creates identifiable changes in a gas sensor´s electronic resistance that can be linked to H2 and H2O concentrations via machine learning. We exposed nanostructured In2O3 with a large surface area of 95 m2 g-1 to H2 concentrations (0-800 ppm) and relative humidity (0-70%) under cyclic activation utilizing blue light. The sensors were tested for 20 classes of gas combinations. A support vector machine achieved classification rates up to 92.0%, with reliable reproducibility (88.2 ± 2.7%) across five individual sensors using 10-fold cross-validation. Our findings suggest that cyclic optical activation can be used as a tool to classify H2 and H2O concentrations."}],"language":[{"iso":"eng"}],"ddc":["540"],"keyword":["resistive gas sensor","chemiresistor","semiconductor","metal oxide","In2O3","mesoporous","hydrogen","humidtiy","machine learning","sustainable"]},{"_id":"56020","user_id":"89772","article_type":"original","language":[{"iso":"ger"}],"type":"journal_article","publication":"merzWissenschaft","abstract":[{"text":"Hass im Netz ist nicht nur ein Problem, sondern ermöglicht es einer bürgerlichen Position, hegemoniale Ansprüche zu bekräftigen und zu legitimieren. Der Text geht somit dem nach, was im Gegensatz zum abzulehnenden Diskurs als ‚gut‘ gezeichnet wird. In diesem Gegensatz steht die bürgerliche Welt des Etablierten/Status quo als Ort, in dem der ‚gute‘ Diskurs bereits erfüllt ist. Sie dient sich somit als Standard und Vorbild für die sozialen Medien an und kann dabei gesellschaftliche Kräfte mobilisieren, indem sie sich als bedroht und schützenswert darstellt.","lang":"ger"}],"status":"public","date_updated":"2025-11-27T09:52:55Z","oa":"1","date_created":"2024-09-04T12:56:23Z","author":[{"last_name":"Althoff","full_name":"Althoff, Sebastian","id":"89772","first_name":"Sebastian"}],"volume":68,"title":"Hass im Netz und die Konstruktion des 'guten' Diskurses: Eine machtkritische Analyse","main_file_link":[{"open_access":"1","url":"https://www.merz-zeitschrift.de/article/view/2820/2872"}],"doi":"https://doi.org/10.21240/merz/2024.6.10","publication_status":"published","issue":"6","year":"2024","citation":{"ieee":"S. Althoff, “Hass im Netz und die Konstruktion des ‘guten’ Diskurses: Eine machtkritische Analyse,” <i>merzWissenschaft</i>, vol. 68, no. 6, pp. 113–125, 2024, doi: <a href=\"https://doi.org/10.21240/merz/2024.6.10\">https://doi.org/10.21240/merz/2024.6.10</a>.","chicago":"Althoff, Sebastian. “Hass im Netz und die Konstruktion des ‘guten’ Diskurses: Eine machtkritische Analyse.” <i>merzWissenschaft</i> 68, no. 6 (2024): 113–25. <a href=\"https://doi.org/10.21240/merz/2024.6.10\">https://doi.org/10.21240/merz/2024.6.10</a>.","ama":"Althoff S. Hass im Netz und die Konstruktion des “guten” Diskurses: Eine machtkritische Analyse. <i>merzWissenschaft</i>. 2024;68(6):113-125. doi:<a href=\"https://doi.org/10.21240/merz/2024.6.10\">https://doi.org/10.21240/merz/2024.6.10</a>","apa":"Althoff, S. (2024). Hass im Netz und die Konstruktion des “guten” Diskurses: Eine machtkritische Analyse. <i>merzWissenschaft</i>, <i>68</i>(6), 113–125. <a href=\"https://doi.org/10.21240/merz/2024.6.10\">https://doi.org/10.21240/merz/2024.6.10</a>","short":"S. 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Christoph","last_name":"Scheytt","orcid":"0000-0002-5950-6618 ","id":"37144","full_name":"Scheytt, J. Christoph"}],"title":"Precise optical Nyquist Pulse Synthesizer Digital- to-Analog-Converter presentation 2024 SPP 2111 ","doi":"10.5281/zenodo.15114897","year":"2024","citation":{"apa":"Schwabe, T., Mallick, K., Singh, K., Schneider, T., &#38; Scheytt, J. C. (2024). <i>Precise optical Nyquist Pulse Synthesizer Digital- to-Analog-Converter presentation 2024 SPP 2111 </i>. Zenodo. <a href=\"https://doi.org/10.5281/zenodo.15114897\">https://doi.org/10.5281/zenodo.15114897</a>","bibtex":"@book{Schwabe_Mallick_Singh_Schneider_Scheytt_2024, title={Precise optical Nyquist Pulse Synthesizer Digital- to-Analog-Converter presentation 2024 SPP 2111 }, DOI={<a href=\"https://doi.org/10.5281/zenodo.15114897\">10.5281/zenodo.15114897</a>}, publisher={Zenodo}, author={Schwabe, Tobias and Mallick, Khaleda and Singh, Karanveer and Schneider, Thomas and Scheytt, J. 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Zenodo, 2024. <a href=\"https://doi.org/10.5281/zenodo.15114897\">https://doi.org/10.5281/zenodo.15114897</a>.","ama":"Schwabe T, Mallick K, Singh K, Schneider T, Scheytt JC. <i>Precise Optical Nyquist Pulse Synthesizer Digital- to-Analog-Converter Presentation 2024 SPP 2111 </i>. Zenodo; 2024. doi:<a href=\"https://doi.org/10.5281/zenodo.15114897\">10.5281/zenodo.15114897</a>"}},{"language":[{"iso":"eng"}],"_id":"59224","user_id":"39217","department":[{"_id":"58"}],"status":"public","type":"misc","title":"Precise optical Nyquist Pulse Synthesizer Digital- to-Analog-Converter (PONyDAC II) 2024 SPP 2111 ","doi":"10.5281/zenodo.15114631","date_updated":"2025-11-27T08:52:52Z","publisher":"Zenodo","date_created":"2025-04-01T07:38:40Z","author":[{"first_name":"Tobias","full_name":"Schwabe, Tobias","id":"39217","last_name":"Schwabe"},{"last_name":"Singh","full_name":"Singh, Karanveer","first_name":"Karanveer"},{"first_name":"Thomas","full_name":"Schneider, Thomas","last_name":"Schneider"},{"id":"37144","full_name":"Scheytt, J. Christoph","last_name":"Scheytt","orcid":"0000-0002-5950-6618 ","first_name":"J. Christoph"}],"year":"2024","citation":{"apa":"Schwabe, T., Singh, K., Schneider, T., &#38; Scheytt, J. C. (2024). <i>Precise optical Nyquist Pulse Synthesizer Digital- to-Analog-Converter (PONyDAC II) 2024 SPP 2111 </i>. Zenodo. <a href=\"https://doi.org/10.5281/zenodo.15114631\">https://doi.org/10.5281/zenodo.15114631</a>","bibtex":"@book{Schwabe_Singh_Schneider_Scheytt_2024, title={Precise optical Nyquist Pulse Synthesizer Digital- to-Analog-Converter (PONyDAC II) 2024 SPP 2111 }, DOI={<a href=\"https://doi.org/10.5281/zenodo.15114631\">10.5281/zenodo.15114631</a>}, publisher={Zenodo}, author={Schwabe, Tobias and Singh, Karanveer and Schneider, Thomas and Scheytt, J. Christoph}, year={2024} }","short":"T. Schwabe, K. Singh, T. Schneider, J.C. Scheytt, Precise Optical Nyquist Pulse Synthesizer Digital- to-Analog-Converter (PONyDAC II) 2024 SPP 2111 , Zenodo, 2024.","mla":"Schwabe, Tobias, et al. <i>Precise Optical Nyquist Pulse Synthesizer Digital- to-Analog-Converter (PONyDAC II) 2024 SPP 2111 </i>. Zenodo, 2024, doi:<a href=\"https://doi.org/10.5281/zenodo.15114631\">10.5281/zenodo.15114631</a>.","ieee":"T. Schwabe, K. Singh, T. Schneider, and J. C. Scheytt, <i>Precise optical Nyquist Pulse Synthesizer Digital- to-Analog-Converter (PONyDAC II) 2024 SPP 2111 </i>. Zenodo, 2024.","chicago":"Schwabe, Tobias, Karanveer Singh, Thomas Schneider, and J. Christoph Scheytt. <i>Precise Optical Nyquist Pulse Synthesizer Digital- to-Analog-Converter (PONyDAC II) 2024 SPP 2111 </i>. Zenodo, 2024. <a href=\"https://doi.org/10.5281/zenodo.15114631\">https://doi.org/10.5281/zenodo.15114631</a>.","ama":"Schwabe T, Singh K, Schneider T, Scheytt JC. <i>Precise Optical Nyquist Pulse Synthesizer Digital- to-Analog-Converter (PONyDAC II) 2024 SPP 2111 </i>. Zenodo; 2024. doi:<a href=\"https://doi.org/10.5281/zenodo.15114631\">10.5281/zenodo.15114631</a>"}},{"status":"public","type":"conference","publication":"2024 IEEE BiCMOS and Compound Semiconductor Integrated Circuits and Technology Symposium (BCICTS) ","ddc":["620"],"language":[{"iso":"eng"}],"_id":"57103","user_id":"76626","department":[{"_id":"58"}],"year":"2024","citation":{"short":"V. Surendranath Shroff, M. Bahmanian, S. Kruse, J.C. Scheytt, in: 2024 IEEE BiCMOS and Compound Semiconductor Integrated Circuits and Technology Symposium (BCICTS) , IEEE, 2024.","mla":"Surendranath Shroff, Vijayalakshmi, et al. “Design of an Ultra-Low Phase Noise Broadband Amplifier in 130 Nm SiGe BiCMOS Technology.” <i>2024 IEEE BiCMOS and Compound Semiconductor Integrated Circuits and Technology Symposium (BCICTS) </i>, IEEE, 2024, doi:<a href=\"https://doi.org/10.1109/BCICTS59662.2024.10745663\">10.1109/BCICTS59662.2024.10745663</a>.","bibtex":"@inproceedings{Surendranath Shroff_Bahmanian_Kruse_Scheytt_2024, title={Design of an Ultra-Low Phase Noise Broadband Amplifier in 130 nm SiGe BiCMOS Technology}, DOI={<a href=\"https://doi.org/10.1109/BCICTS59662.2024.10745663\">10.1109/BCICTS59662.2024.10745663</a>}, booktitle={2024 IEEE BiCMOS and Compound Semiconductor Integrated Circuits and Technology Symposium (BCICTS) }, publisher={IEEE}, author={Surendranath Shroff, Vijayalakshmi and Bahmanian, Meysam and Kruse, Stephan and Scheytt, J. Christoph}, year={2024} }","apa":"Surendranath Shroff, V., Bahmanian, M., Kruse, S., &#38; Scheytt, J. C. (2024). Design of an Ultra-Low Phase Noise Broadband Amplifier in 130 nm SiGe BiCMOS Technology. <i>2024 IEEE BiCMOS and Compound Semiconductor Integrated Circuits and Technology Symposium (BCICTS) </i>. 2024 IEEE BiCMOS and Compound Semiconductor Integrated Circuits and Technology Symposium (BCICTS) , Fort Lauderdale, Florida. <a href=\"https://doi.org/10.1109/BCICTS59662.2024.10745663\">https://doi.org/10.1109/BCICTS59662.2024.10745663</a>","chicago":"Surendranath Shroff, Vijayalakshmi, Meysam Bahmanian, Stephan Kruse, and J. Christoph Scheytt. “Design of an Ultra-Low Phase Noise Broadband Amplifier in 130 Nm SiGe BiCMOS Technology.” In <i>2024 IEEE BiCMOS and Compound Semiconductor Integrated Circuits and Technology Symposium (BCICTS) </i>. IEEE, 2024. <a href=\"https://doi.org/10.1109/BCICTS59662.2024.10745663\">https://doi.org/10.1109/BCICTS59662.2024.10745663</a>.","ieee":"V. Surendranath Shroff, M. Bahmanian, S. Kruse, and J. C. Scheytt, “Design of an Ultra-Low Phase Noise Broadband Amplifier in 130 nm SiGe BiCMOS Technology,” presented at the 2024 IEEE BiCMOS and Compound Semiconductor Integrated Circuits and Technology Symposium (BCICTS) , Fort Lauderdale, Florida, 2024, doi: <a href=\"https://doi.org/10.1109/BCICTS59662.2024.10745663\">10.1109/BCICTS59662.2024.10745663</a>.","ama":"Surendranath Shroff V, Bahmanian M, Kruse S, Scheytt JC. Design of an Ultra-Low Phase Noise Broadband Amplifier in 130 nm SiGe BiCMOS Technology. In: <i>2024 IEEE BiCMOS and Compound Semiconductor Integrated Circuits and Technology Symposium (BCICTS) </i>. IEEE; 2024. doi:<a href=\"https://doi.org/10.1109/BCICTS59662.2024.10745663\">10.1109/BCICTS59662.2024.10745663</a>"},"title":"Design of an Ultra-Low Phase Noise Broadband Amplifier in 130 nm SiGe BiCMOS Technology","doi":"10.1109/BCICTS59662.2024.10745663","conference":{"location":"Fort Lauderdale, Florida","name":"2024 IEEE BiCMOS and Compound Semiconductor Integrated Circuits and Technology Symposium (BCICTS) "},"publisher":"IEEE","date_updated":"2025-11-28T05:39:07Z","date_created":"2024-11-15T09:57:42Z","author":[{"first_name":"Vijayalakshmi","full_name":"Surendranath Shroff, Vijayalakshmi","id":"76626","last_name":"Surendranath Shroff"},{"id":"69233","full_name":"Bahmanian, Meysam","last_name":"Bahmanian","first_name":"Meysam"},{"last_name":"Kruse","id":"38254","full_name":"Kruse, Stephan","first_name":"Stephan"},{"first_name":"J. Christoph","last_name":"Scheytt","orcid":"0000-0002-5950-6618 ","id":"37144","full_name":"Scheytt, J. Christoph"}]},{"year":"2024","citation":{"apa":"Werning, A., &#38; Haeb-Umbach, R. (2024). Target-Specific Dataset Pruning for Compression of Audio Tagging Models. <i>32nd European Signal Processing Conference (EUSIPCO 2024)</i>. 32nd European Signal Processing Conference, Lyon.","short":"A. Werning, R. Haeb-Umbach, in: 32nd European Signal Processing Conference (EUSIPCO 2024), 2024.","bibtex":"@inproceedings{Werning_Haeb-Umbach_2024, title={Target-Specific Dataset Pruning for Compression of Audio Tagging Models}, booktitle={32nd European Signal Processing Conference (EUSIPCO 2024)}, author={Werning, Alexander and Haeb-Umbach, Reinhold}, year={2024} }","mla":"Werning, Alexander, and Reinhold Haeb-Umbach. “Target-Specific Dataset Pruning for Compression of Audio Tagging Models.” <i>32nd European Signal Processing Conference (EUSIPCO 2024)</i>, 2024.","ieee":"A. Werning and R. Haeb-Umbach, “Target-Specific Dataset Pruning for Compression of Audio Tagging Models,” presented at the 32nd European Signal Processing Conference, Lyon, 2024.","chicago":"Werning, Alexander, and Reinhold Haeb-Umbach. “Target-Specific Dataset Pruning for Compression of Audio Tagging Models.” In <i>32nd European Signal Processing Conference (EUSIPCO 2024)</i>, 2024.","ama":"Werning A, Haeb-Umbach R. Target-Specific Dataset Pruning for Compression of Audio Tagging Models. In: <i>32nd European Signal Processing Conference (EUSIPCO 2024)</i>. ; 2024."},"quality_controlled":"1","has_accepted_license":"1","title":"Target-Specific Dataset Pruning for Compression of Audio Tagging Models","conference":{"name":"32nd European Signal Processing Conference","location":"Lyon"},"date_updated":"2025-11-28T13:22:00Z","date_created":"2024-11-18T09:29:16Z","author":[{"first_name":"Alexander","full_name":"Werning, Alexander","id":"62152","last_name":"Werning"},{"last_name":"Haeb-Umbach","id":"242","full_name":"Haeb-Umbach, Reinhold","first_name":"Reinhold"}],"abstract":[{"text":"Large audio tagging models are usually trained or pre-trained on AudioSet, a dataset that encompasses a large amount of different sound classes and acoustic environments. Knowledge distillation has emerged as a method to compress such models without compromising their effectiveness. There are many different applications for audio tagging, some of which require a specialization to a narrow domain of sounds to be classified. For these scenarios, it is beneficial to distill the large audio tagger with respect to a specific subset of sounds of interest. A method to prune a general dataset with respect to a target dataset is presented. By distilling with such a specialized pruned dataset, we obtain a compressed model with better classification accuracy in the specific target domain than with target-agnostic distillation.","lang":"eng"}],"status":"public","file":[{"success":1,"relation":"main_file","content_type":"application/pdf","file_size":183539,"file_id":"57200","access_level":"closed","file_name":"Eusipco__Target_specific_Dataset_Pruning_for_Compression_of_Audio_Tagging_Models.pdf","date_updated":"2024-11-18T12:10:09Z","date_created":"2024-11-18T12:10:09Z","creator":"awerning"}],"publication":"32nd European Signal Processing Conference (EUSIPCO 2024)","type":"conference","keyword":["data pruning","knowledge distillation","audio tagging"],"ddc":["000"],"file_date_updated":"2024-11-18T12:10:09Z","language":[{"iso":"eng"}],"_id":"57160","project":[{"_id":"512","name":"WestAI - AI Service Center West"}],"department":[{"_id":"54"}],"user_id":"62152"},{"abstract":[{"text":"<jats:p>Clifford algebras are a natural extension of division algebras, including real numbers, complex numbers, quaternions, and octonions. Previous research in knowledge graph embeddings has focused exclusively on Clifford algebras of a specific type, which do not include nilpotent base vectors—elements that square to zero. In this work, we introduce a novel approach by incorporating nilpotent base vectors with a nilpotency index of two, leading to a more general form of Clifford algebras named degenerate Clifford algebras. This generalization to degenerate Clifford algebras does allow for covering dual numbers and as such include translations and rotations models under the same generalization paradigm for the first time. We develop two models to determine the parameters that define the algebra: one using a greedy search and another predicting the parameters based on neural network embeddings of the input knowledge graph. Our evaluation on seven benchmark datasets demonstrates that this incorporation of nilpotent vectors enhances the quality of embeddings. Additionally, our method outperforms state-of-the-art approaches in terms of generalization, particularly regarding the mean reciprocal rank achieved on validation data. Finally, we show that even a simple greedy search can effectively discover optimal or near-optimal parameters for the algebra.</jats:p>","lang":"eng"}],"status":"public","publication":"Frontiers in Artificial Intelligence and Applications","type":"book_chapter","popular_science":"1","language":[{"iso":"eng"}],"_id":"62702","department":[{"_id":"34"},{"_id":"574"}],"user_id":"101165","year":"2024","citation":{"ama":"Kamdem Teyou LM, Demir C, Ngonga Ngomo A-C. Embedding Knowledge Graphs in Degenerate Clifford Algebras. In: <i>Frontiers in Artificial Intelligence and Applications</i>. IOS Press; 2024. doi:<a href=\"https://doi.org/10.3233/faia240627\">10.3233/faia240627</a>","ieee":"L. M. Kamdem Teyou, C. Demir, and A.-C. Ngonga Ngomo, “Embedding Knowledge Graphs in Degenerate Clifford Algebras,” in <i>Frontiers in Artificial Intelligence and Applications</i>, IOS Press, 2024.","chicago":"Kamdem Teyou, Louis Mozart, Caglar Demir, and Axel-Cyrille Ngonga Ngomo. “Embedding Knowledge Graphs in Degenerate Clifford Algebras.” In <i>Frontiers in Artificial Intelligence and Applications</i>. IOS Press, 2024. <a href=\"https://doi.org/10.3233/faia240627\">https://doi.org/10.3233/faia240627</a>.","apa":"Kamdem Teyou, L. M., Demir, C., &#38; Ngonga Ngomo, A.-C. (2024). Embedding Knowledge Graphs in Degenerate Clifford Algebras. In <i>Frontiers in Artificial Intelligence and Applications</i>. 27TH EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE, Santiago de Compostela. IOS Press. <a href=\"https://doi.org/10.3233/faia240627\">https://doi.org/10.3233/faia240627</a>","bibtex":"@inbook{Kamdem Teyou_Demir_Ngonga Ngomo_2024, title={Embedding Knowledge Graphs in Degenerate Clifford Algebras}, DOI={<a href=\"https://doi.org/10.3233/faia240627\">10.3233/faia240627</a>}, booktitle={Frontiers in Artificial Intelligence and Applications}, publisher={IOS Press}, author={Kamdem Teyou, Louis Mozart and Demir, Caglar and Ngonga Ngomo, Axel-Cyrille}, year={2024} }","mla":"Kamdem Teyou, Louis Mozart, et al. “Embedding Knowledge Graphs in Degenerate Clifford Algebras.” <i>Frontiers in Artificial Intelligence and Applications</i>, IOS Press, 2024, doi:<a href=\"https://doi.org/10.3233/faia240627\">10.3233/faia240627</a>.","short":"L.M. Kamdem Teyou, C. Demir, A.-C. Ngonga Ngomo, in: Frontiers in Artificial Intelligence and Applications, IOS Press, 2024."},"publication_identifier":{"isbn":["9781643685489"],"issn":["0922-6389","1879-8314"]},"quality_controlled":"1","publication_status":"published","title":"Embedding Knowledge Graphs in Degenerate Clifford Algebras","doi":"10.3233/faia240627","conference":{"end_date":"2024-10-24","location":"Santiago de Compostela","name":"27TH EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE","start_date":"2024-10-19"},"date_updated":"2025-11-28T14:57:09Z","publisher":"IOS Press","date_created":"2025-11-28T14:32:43Z","author":[{"full_name":"Kamdem Teyou, Louis Mozart","last_name":"Kamdem Teyou","first_name":"Louis Mozart"},{"first_name":"Caglar","full_name":"Demir, Caglar","last_name":"Demir"},{"full_name":"Ngonga Ngomo, Axel-Cyrille","last_name":"Ngonga Ngomo","first_name":"Axel-Cyrille"}]},{"author":[{"first_name":"Louis Mozart","full_name":"Kamdem Teyou, Louis Mozart","last_name":"Kamdem Teyou"},{"first_name":"Caglar","full_name":"Demir, Caglar","last_name":"Demir"},{"first_name":"Axel-Cyrille","full_name":"Ngonga Ngomo, Axel-Cyrille","last_name":"Ngonga Ngomo"}],"date_created":"2025-11-28T14:42:32Z","date_updated":"2025-11-28T14:57:24Z","publisher":"ACM","doi":"10.1145/3627673.3679819","conference":{"end_date":"2024-10-25","location":"Boise","name":"33rd ACM International Conference on Information and Knowledge Management","start_date":"2024-10-21"},"title":"Embedding Knowledge Graphs in Function Spaces","publication_status":"published","citation":{"short":"L.M. Kamdem Teyou, C. Demir, A.-C. Ngonga Ngomo, in: Proceedings of the 33rd ACM International Conference on Information and Knowledge Management, ACM, Boise, 2024.","mla":"Kamdem Teyou, Louis Mozart, et al. “Embedding Knowledge Graphs in Function Spaces.” <i>Proceedings of the 33rd ACM International Conference on Information and Knowledge Management</i>, ACM, 2024, doi:<a href=\"https://doi.org/10.1145/3627673.3679819\">10.1145/3627673.3679819</a>.","bibtex":"@inproceedings{Kamdem Teyou_Demir_Ngonga Ngomo_2024, place={Boise}, title={Embedding Knowledge Graphs in Function Spaces}, DOI={<a href=\"https://doi.org/10.1145/3627673.3679819\">10.1145/3627673.3679819</a>}, booktitle={Proceedings of the 33rd ACM International Conference on Information and Knowledge Management}, publisher={ACM}, author={Kamdem Teyou, Louis Mozart and Demir, Caglar and Ngonga Ngomo, Axel-Cyrille}, year={2024} }","apa":"Kamdem Teyou, L. M., Demir, C., &#38; Ngonga Ngomo, A.-C. (2024). Embedding Knowledge Graphs in Function Spaces. <i>Proceedings of the 33rd ACM International Conference on Information and Knowledge Management</i>. 33rd ACM International Conference on Information and Knowledge Management, Boise. <a href=\"https://doi.org/10.1145/3627673.3679819\">https://doi.org/10.1145/3627673.3679819</a>","ieee":"L. M. Kamdem Teyou, C. Demir, and A.-C. Ngonga Ngomo, “Embedding Knowledge Graphs in Function Spaces,” presented at the 33rd ACM International Conference on Information and Knowledge Management, Boise, 2024, doi: <a href=\"https://doi.org/10.1145/3627673.3679819\">10.1145/3627673.3679819</a>.","chicago":"Kamdem Teyou, Louis Mozart, Caglar Demir, and Axel-Cyrille Ngonga Ngomo. “Embedding Knowledge Graphs in Function Spaces.” In <i>Proceedings of the 33rd ACM International Conference on Information and Knowledge Management</i>. Boise: ACM, 2024. <a href=\"https://doi.org/10.1145/3627673.3679819\">https://doi.org/10.1145/3627673.3679819</a>.","ama":"Kamdem Teyou LM, Demir C, Ngonga Ngomo A-C. Embedding Knowledge Graphs in Function Spaces. In: <i>Proceedings of the 33rd ACM International Conference on Information and Knowledge Management</i>. ACM; 2024. doi:<a href=\"https://doi.org/10.1145/3627673.3679819\">10.1145/3627673.3679819</a>"},"place":"Boise","year":"2024","user_id":"101165","department":[{"_id":"34"},{"_id":"574"}],"_id":"62703","language":[{"iso":"eng"}],"type":"conference","publication":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","status":"public","abstract":[{"text":"We introduce a novel embedding method diverging from conventional approaches by operating within function spaces of finite dimension rather than finite vector space, thus departing significantly from standard knowledge graph embedding techniques. Initially employing polynomial functions to compute embeddings, we progress to more intricate representations using neural networks with varying layer complexities. We argue that employing functions for embedding computation enhances expressiveness and allows for more degrees of freedom, enabling operations such as composition, derivatives and primitive of entities representation. Additionally, we meticulously outline the step-by-step construction of our approach and provide code for reproducibility, thereby facilitating further exploration and application in the field.","lang":"eng"}]},{"publication":"Optica Quantum","type":"journal_article","status":"public","_id":"56267","project":[{"_id":"211","name":"QuICHE: Quanteninformation und Quantenkommunikation mit hochdimensionaler Informationskodierung (QuICHE)"}],"department":[{"_id":"288"},{"_id":"623"},{"_id":"288"}],"user_id":"63574","language":[{"iso":"eng"}],"publication_identifier":{"issn":["2837-6714"]},"publication_status":"published","year":"2024","citation":{"apa":"Serino, L., Ridder, W., Bhattacharjee, A., Gil López, J., Brecht, B., &#38; Silberhorn, C. (2024). Orchestrating time and color: a programmable source of high-dimensional entanglement. <i>Optica Quantum</i>. <a href=\"https://doi.org/10.1364/opticaq.532334\">https://doi.org/10.1364/opticaq.532334</a>","mla":"Serino, Laura, et al. “Orchestrating Time and Color: A Programmable Source of High-Dimensional Entanglement.” <i>Optica Quantum</i>, Optica Publishing Group, 2024, doi:<a href=\"https://doi.org/10.1364/opticaq.532334\">10.1364/opticaq.532334</a>.","bibtex":"@article{Serino_Ridder_Bhattacharjee_Gil López_Brecht_Silberhorn_2024, title={Orchestrating time and color: a programmable source of high-dimensional entanglement}, DOI={<a href=\"https://doi.org/10.1364/opticaq.532334\">10.1364/opticaq.532334</a>}, journal={Optica Quantum}, publisher={Optica Publishing Group}, author={Serino, Laura and Ridder, Werner and Bhattacharjee, Abhinandan and Gil López, Jano and Brecht, Benjamin and Silberhorn, Christine}, year={2024} }","short":"L. Serino, W. Ridder, A. Bhattacharjee, J. Gil López, B. Brecht, C. Silberhorn, Optica Quantum (2024).","ama":"Serino L, Ridder W, Bhattacharjee A, Gil López J, Brecht B, Silberhorn C. Orchestrating time and color: a programmable source of high-dimensional entanglement. <i>Optica Quantum</i>. Published online 2024. doi:<a href=\"https://doi.org/10.1364/opticaq.532334\">10.1364/opticaq.532334</a>","ieee":"L. Serino, W. Ridder, A. Bhattacharjee, J. Gil López, B. Brecht, and C. Silberhorn, “Orchestrating time and color: a programmable source of high-dimensional entanglement,” <i>Optica Quantum</i>, 2024, doi: <a href=\"https://doi.org/10.1364/opticaq.532334\">10.1364/opticaq.532334</a>.","chicago":"Serino, Laura, Werner Ridder, Abhinandan Bhattacharjee, Jano Gil López, Benjamin Brecht, and Christine Silberhorn. “Orchestrating Time and Color: A Programmable Source of High-Dimensional Entanglement.” <i>Optica Quantum</i>, 2024. <a href=\"https://doi.org/10.1364/opticaq.532334\">https://doi.org/10.1364/opticaq.532334</a>."},"date_updated":"2025-12-01T08:49:46Z","publisher":"Optica Publishing Group","date_created":"2024-09-27T11:46:59Z","author":[{"first_name":"Laura","id":"88242","full_name":"Serino, Laura","last_name":"Serino"},{"first_name":"Werner","id":"63574","full_name":"Ridder, Werner","last_name":"Ridder"},{"first_name":"Abhinandan","full_name":"Bhattacharjee, Abhinandan","id":"95902","last_name":"Bhattacharjee"},{"last_name":"Gil López","id":"51223","full_name":"Gil López, Jano","first_name":"Jano"},{"first_name":"Benjamin","full_name":"Brecht, Benjamin","id":"27150","orcid":"0000-0003-4140-0556 ","last_name":"Brecht"},{"last_name":"Silberhorn","full_name":"Silberhorn, Christine","id":"26263","first_name":"Christine"}],"title":"Orchestrating time and color: a programmable source of high-dimensional entanglement","doi":"10.1364/opticaq.532334"}]