[{"author":[{"first_name":"Jennifer","last_name":"Dröse","full_name":"Dröse, Jennifer","id":"85820"},{"full_name":"Neugebauer, P.","first_name":"P.","last_name":"Neugebauer"},{"full_name":"Delucchi Danhier, R.","last_name":"Delucchi Danhier","first_name":"R."},{"full_name":"Mertins, B.","first_name":"B.","last_name":"Mertins"}],"title":"Eye-Tracking Studie zu Textaufgaben in Klasse 5: Bemerken und Interpretieren syntaktischer Strukturen","year":"2022","status":"public","date_updated":"2023-11-02T08:07:31Z","language":[{"iso":"ger"}],"_id":"45373","page":"209-225","editor":[{"last_name":"Kleine","first_name":"P.","full_name":"Kleine, P."},{"full_name":"Graulich, N.","last_name":"Graulich","first_name":"N."},{"full_name":"Kuhn, J.","first_name":"J.","last_name":"Kuhn"},{"full_name":"Schindler, M.","first_name":"M.","last_name":"Schindler"}],"user_id":"85820","doi":"https://doi.org/10.1007/978-3-662-63214-7","citation":{"ieee":"J. Dröse, P. Neugebauer, R. Delucchi Danhier, and B. Mertins, “Eye-Tracking Studie zu Textaufgaben in Klasse 5: Bemerken und Interpretieren syntaktischer Strukturen,” in <i>Eye-Tracking in der Mathematik- und Naturwissenschaftsdidaktik. Forschung und Praxis</i>, P. Kleine, N. Graulich, J. Kuhn, and M. Schindler, Eds. 2022, pp. 209–225.","apa":"Dröse, J., Neugebauer, P., Delucchi Danhier, R., &#38; Mertins, B. (2022). Eye-Tracking Studie zu Textaufgaben in Klasse 5: Bemerken und Interpretieren syntaktischer Strukturen. In P. Kleine, N. Graulich, J. Kuhn, &#38; M. Schindler (Eds.), <i>Eye-Tracking in der Mathematik- und Naturwissenschaftsdidaktik. Forschung und Praxis</i> (pp. 209–225). <a href=\"https://doi.org/10.1007/978-3-662-63214-7\">https://doi.org/10.1007/978-3-662-63214-7</a>","chicago":"Dröse, Jennifer, P. Neugebauer, R. Delucchi Danhier, and B. Mertins. “Eye-Tracking Studie zu Textaufgaben in Klasse 5: Bemerken und Interpretieren syntaktischer Strukturen.” In <i>Eye-Tracking in der Mathematik- und Naturwissenschaftsdidaktik. Forschung und Praxis</i>, edited by P. Kleine, N. Graulich, J. Kuhn, and M. Schindler, 209–25, 2022. <a href=\"https://doi.org/10.1007/978-3-662-63214-7\">https://doi.org/10.1007/978-3-662-63214-7</a>.","short":"J. Dröse, P. Neugebauer, R. Delucchi Danhier, B. Mertins, in: P. Kleine, N. Graulich, J. Kuhn, M. Schindler (Eds.), Eye-Tracking in der Mathematik- und Naturwissenschaftsdidaktik. Forschung und Praxis, 2022, pp. 209–225.","mla":"Dröse, Jennifer, et al. “Eye-Tracking Studie zu Textaufgaben in Klasse 5: Bemerken und Interpretieren syntaktischer Strukturen.” <i>Eye-Tracking in der Mathematik- und Naturwissenschaftsdidaktik. Forschung und Praxis</i>, edited by P. Kleine et al., 2022, pp. 209–25, doi:<a href=\"https://doi.org/10.1007/978-3-662-63214-7\">https://doi.org/10.1007/978-3-662-63214-7</a>.","bibtex":"@inbook{Dröse_Neugebauer_Delucchi Danhier_Mertins_2022, title={Eye-Tracking Studie zu Textaufgaben in Klasse 5: Bemerken und Interpretieren syntaktischer Strukturen}, DOI={<a href=\"https://doi.org/10.1007/978-3-662-63214-7\">https://doi.org/10.1007/978-3-662-63214-7</a>}, booktitle={Eye-Tracking in der Mathematik- und Naturwissenschaftsdidaktik. Forschung und Praxis}, author={Dröse, Jennifer and Neugebauer, P. and Delucchi Danhier, R. and Mertins, B.}, editor={Kleine, P. and Graulich, N. and Kuhn, J. and Schindler, M.}, year={2022}, pages={209–225} }","ama":"Dröse J, Neugebauer P, Delucchi Danhier R, Mertins B. Eye-Tracking Studie zu Textaufgaben in Klasse 5: Bemerken und Interpretieren syntaktischer Strukturen. In: Kleine P, Graulich N, Kuhn J, Schindler M, eds. <i>Eye-Tracking in der Mathematik- und Naturwissenschaftsdidaktik. Forschung und Praxis</i>. ; 2022:209-225. doi:<a href=\"https://doi.org/10.1007/978-3-662-63214-7\">https://doi.org/10.1007/978-3-662-63214-7</a>"},"publication":"Eye-Tracking in der Mathematik- und Naturwissenschaftsdidaktik. Forschung und Praxis","quality_controlled":"1","date_created":"2023-05-31T06:22:21Z","department":[{"_id":"98"}],"type":"book_chapter"},{"quality_controlled":"1","project":[{"_id":"52","name":"PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing"}],"file_date_updated":"2023-11-15T14:54:56Z","citation":{"short":"T. Cord-Landwehr, T. von Neumann, C. Boeddeker, R. Haeb-Umbach, in: 2022 International Workshop on Acoustic Signal Enhancement (IWAENC), 2022.","chicago":"Cord-Landwehr, Tobias, Thilo von Neumann, Christoph Boeddeker, and Reinhold Haeb-Umbach. “MMS-MSG: A Multi-Purpose Multi-Speaker Mixture Signal Generator.” In <i>2022 International Workshop on Acoustic Signal Enhancement (IWAENC)</i>, 2022.","ieee":"T. Cord-Landwehr, T. von Neumann, C. Boeddeker, and R. Haeb-Umbach, “MMS-MSG: A Multi-purpose Multi-Speaker Mixture Signal Generator,” presented at the 2022 International Workshop on Acoustic Signal Enhancement (IWAENC), Bamberg, 2022.","apa":"Cord-Landwehr, T., von Neumann, T., Boeddeker, C., &#38; Haeb-Umbach, R. (2022). MMS-MSG: A Multi-purpose Multi-Speaker Mixture Signal Generator. <i>2022 International Workshop on Acoustic Signal Enhancement (IWAENC)</i>. 2022 International Workshop on Acoustic Signal Enhancement (IWAENC), Bamberg.","bibtex":"@inproceedings{Cord-Landwehr_von Neumann_Boeddeker_Haeb-Umbach_2022, title={MMS-MSG: A Multi-purpose Multi-Speaker Mixture Signal Generator}, booktitle={2022 International Workshop on Acoustic Signal Enhancement (IWAENC)}, author={Cord-Landwehr, Tobias and von Neumann, Thilo and Boeddeker, Christoph and Haeb-Umbach, Reinhold}, year={2022} }","ama":"Cord-Landwehr T, von Neumann T, Boeddeker C, Haeb-Umbach R. MMS-MSG: A Multi-purpose Multi-Speaker Mixture Signal Generator. In: <i>2022 International Workshop on Acoustic Signal Enhancement (IWAENC)</i>. ; 2022.","mla":"Cord-Landwehr, Tobias, et al. “MMS-MSG: A Multi-Purpose Multi-Speaker Mixture Signal Generator.” <i>2022 International Workshop on Acoustic Signal Enhancement (IWAENC)</i>, 2022."},"oa":"1","external_id":{"arxiv":["2209.11494"]},"has_accepted_license":"1","status":"public","conference":{"name":"2022 International Workshop on Acoustic Signal Enhancement (IWAENC)","location":"Bamberg"},"ddc":["000"],"user_id":"44393","_id":"33847","abstract":[{"text":"The scope of speech enhancement has changed from a monolithic view of single,\r\nindependent tasks, to a joint processing of complex conversational speech\r\nrecordings. Training and evaluation of these single tasks requires synthetic\r\ndata with access to intermediate signals that is as close as possible to the\r\nevaluation scenario. As such data often is not available, many works instead\r\nuse specialized databases for the training of each system component, e.g\r\nWSJ0-mix for source separation. We present a Multi-purpose Multi-Speaker\r\nMixture Signal Generator (MMS-MSG) for generating a variety of speech mixture\r\nsignals based on any speech corpus, ranging from classical anechoic mixtures\r\n(e.g., WSJ0-mix) over reverberant mixtures (e.g., SMS-WSJ) to meeting-style\r\ndata. Its highly modular and flexible structure allows for the simulation of\r\ndiverse environments and dynamic mixing, while simultaneously enabling an easy\r\nextension and modification to generate new scenarios and mixture types. These\r\nmeetings can be used for prototyping, evaluation, or training purposes. We\r\nprovide example evaluation data and baseline results for meetings based on the\r\nWSJ corpus. Further, we demonstrate the usefulness for realistic scenarios by\r\nusing MMS-MSG to provide training data for the LibriCSS database.","lang":"eng"}],"publication":"2022 International Workshop on Acoustic Signal Enhancement (IWAENC)","type":"conference","department":[{"_id":"54"}],"file":[{"date_created":"2023-11-15T14:54:56Z","creator":"cord","content_type":"application/pdf","file_id":"48931","date_updated":"2023-11-15T14:54:56Z","relation":"main_file","access_level":"open_access","file_size":177975,"file_name":"mms_msg_camera_ready.pdf"}],"date_created":"2022-10-20T14:02:14Z","date_updated":"2023-11-15T14:55:14Z","title":"MMS-MSG: A Multi-purpose Multi-Speaker Mixture Signal Generator","year":"2022","author":[{"first_name":"Tobias","last_name":"Cord-Landwehr","full_name":"Cord-Landwehr, Tobias","id":"44393"},{"first_name":"Thilo","orcid":"https://orcid.org/0000-0002-7717-8670","last_name":"von Neumann","full_name":"von Neumann, Thilo","id":"49870"},{"id":"40767","last_name":"Boeddeker","first_name":"Christoph","full_name":"Boeddeker, Christoph"},{"full_name":"Haeb-Umbach, Reinhold","first_name":"Reinhold","last_name":"Haeb-Umbach","id":"242"}],"language":[{"iso":"eng"}]},{"status":"public","has_accepted_license":"1","_id":"33807","publisher":"IEEE","user_id":"44006","ddc":["004"],"file_date_updated":"2023-11-17T06:39:04Z","citation":{"bibtex":"@inproceedings{Gburrek_Schmalenstroeer_Haeb-Umbach_2022, title={On Synchronization of Wireless Acoustic Sensor Networks in the Presence of Time-Varying Sampling Rate Offsets and Speaker Changes}, DOI={<a href=\"https://doi.org/10.1109/icassp43922.2022.9746284\">10.1109/icassp43922.2022.9746284</a>}, booktitle={ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)}, publisher={IEEE}, author={Gburrek, Tobias and Schmalenstroeer, Joerg and Haeb-Umbach, Reinhold}, year={2022} }","ama":"Gburrek T, Schmalenstroeer J, Haeb-Umbach R. On Synchronization of Wireless Acoustic Sensor Networks in the Presence of Time-Varying Sampling Rate Offsets and Speaker Changes. In: <i>ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</i>. IEEE; 2022. doi:<a href=\"https://doi.org/10.1109/icassp43922.2022.9746284\">10.1109/icassp43922.2022.9746284</a>","mla":"Gburrek, Tobias, et al. “On Synchronization of Wireless Acoustic Sensor Networks in the Presence of Time-Varying Sampling Rate Offsets and Speaker Changes.” <i>ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</i>, IEEE, 2022, doi:<a href=\"https://doi.org/10.1109/icassp43922.2022.9746284\">10.1109/icassp43922.2022.9746284</a>.","short":"T. Gburrek, J. Schmalenstroeer, R. Haeb-Umbach, in: ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), IEEE, 2022.","chicago":"Gburrek, Tobias, Joerg Schmalenstroeer, and Reinhold Haeb-Umbach. “On Synchronization of Wireless Acoustic Sensor Networks in the Presence of Time-Varying Sampling Rate Offsets and Speaker Changes.” In <i>ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</i>. IEEE, 2022. <a href=\"https://doi.org/10.1109/icassp43922.2022.9746284\">https://doi.org/10.1109/icassp43922.2022.9746284</a>.","ieee":"T. Gburrek, J. Schmalenstroeer, and R. Haeb-Umbach, “On Synchronization of Wireless Acoustic Sensor Networks in the Presence of Time-Varying Sampling Rate Offsets and Speaker Changes,” 2022, doi: <a href=\"https://doi.org/10.1109/icassp43922.2022.9746284\">10.1109/icassp43922.2022.9746284</a>.","apa":"Gburrek, T., Schmalenstroeer, J., &#38; Haeb-Umbach, R. (2022). On Synchronization of Wireless Acoustic Sensor Networks in the Presence of Time-Varying Sampling Rate Offsets and Speaker Changes. <i>ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</i>. <a href=\"https://doi.org/10.1109/icassp43922.2022.9746284\">https://doi.org/10.1109/icassp43922.2022.9746284</a>"},"quality_controlled":"1","oa":"1","year":"2022","title":"On Synchronization of Wireless Acoustic Sensor Networks in the Presence of Time-Varying Sampling Rate Offsets and Speaker Changes","author":[{"full_name":"Gburrek, Tobias","first_name":"Tobias","last_name":"Gburrek","id":"44006"},{"id":"460","full_name":"Schmalenstroeer, Joerg","first_name":"Joerg","last_name":"Schmalenstroeer"},{"id":"242","last_name":"Haeb-Umbach","first_name":"Reinhold","full_name":"Haeb-Umbach, Reinhold"}],"publication_status":"published","date_updated":"2023-11-17T06:39:28Z","language":[{"iso":"eng"}],"doi":"10.1109/icassp43922.2022.9746284","publication":"ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","file":[{"date_updated":"2023-11-17T06:39:04Z","relation":"main_file","file_size":358015,"access_level":"open_access","file_name":"gburrek_icassp22.pdf","content_type":"application/pdf","file_id":"48990","creator":"tgburrek","date_created":"2023-11-17T06:39:04Z"}],"date_created":"2022-10-18T09:25:51Z","type":"conference","department":[{"_id":"54"}]},{"quality_controlled":"1","citation":{"bibtex":"@article{Grimm_Fei_Warsitz_Farhoud_Breddermann_Haeb-Umbach_2022, title={Warping of Radar Data Into Camera Image for Cross-Modal Supervision in Automotive Applications}, volume={71}, DOI={<a href=\"https://doi.org/10.1109/TVT.2022.3182411\">10.1109/TVT.2022.3182411</a>}, number={9}, journal={IEEE Transactions on Vehicular Technology}, author={Grimm, Christopher and Fei, Tai and Warsitz, Ernst and Farhoud, Ridha and Breddermann, Tobias and Haeb-Umbach, Reinhold}, year={2022}, pages={9435–9449} }","ama":"Grimm C, Fei T, Warsitz E, Farhoud R, Breddermann T, Haeb-Umbach R. Warping of Radar Data Into Camera Image for Cross-Modal Supervision in Automotive Applications. <i>IEEE Transactions on Vehicular Technology</i>. 2022;71(9):9435-9449. doi:<a href=\"https://doi.org/10.1109/TVT.2022.3182411\">10.1109/TVT.2022.3182411</a>","mla":"Grimm, Christopher, et al. “Warping of Radar Data Into Camera Image for Cross-Modal Supervision in Automotive Applications.” <i>IEEE Transactions on Vehicular Technology</i>, vol. 71, no. 9, 2022, pp. 9435–49, doi:<a href=\"https://doi.org/10.1109/TVT.2022.3182411\">10.1109/TVT.2022.3182411</a>.","short":"C. Grimm, T. Fei, E. Warsitz, R. Farhoud, T. Breddermann, R. Haeb-Umbach, IEEE Transactions on Vehicular Technology 71 (2022) 9435–9449.","chicago":"Grimm, Christopher, Tai Fei, Ernst Warsitz, Ridha Farhoud, Tobias Breddermann, and Reinhold Haeb-Umbach. “Warping of Radar Data Into Camera Image for Cross-Modal Supervision in Automotive Applications.” <i>IEEE Transactions on Vehicular Technology</i> 71, no. 9 (2022): 9435–49. <a href=\"https://doi.org/10.1109/TVT.2022.3182411\">https://doi.org/10.1109/TVT.2022.3182411</a>.","ieee":"C. Grimm, T. Fei, E. Warsitz, R. Farhoud, T. Breddermann, and R. Haeb-Umbach, “Warping of Radar Data Into Camera Image for Cross-Modal Supervision in Automotive Applications,” <i>IEEE Transactions on Vehicular Technology</i>, vol. 71, no. 9, pp. 9435–9449, 2022, doi: <a href=\"https://doi.org/10.1109/TVT.2022.3182411\">10.1109/TVT.2022.3182411</a>.","apa":"Grimm, C., Fei, T., Warsitz, E., Farhoud, R., Breddermann, T., &#38; Haeb-Umbach, R. (2022). Warping of Radar Data Into Camera Image for Cross-Modal Supervision in Automotive Applications. <i>IEEE Transactions on Vehicular Technology</i>, <i>71</i>(9), 9435–9449. <a href=\"https://doi.org/10.1109/TVT.2022.3182411\">https://doi.org/10.1109/TVT.2022.3182411</a>"},"file_date_updated":"2022-09-22T07:00:29Z","oa":"1","has_accepted_license":"1","status":"public","volume":71,"ddc":["000"],"user_id":"242","_id":"33451","page":"9435-9449","abstract":[{"text":"We present an approach to automatically generate semantic labels for real recordings of automotive range-Doppler (RD) radar spectra. Such labels are required when training a neural network for object recognition from radar data. The automatic labeling approach rests on the simultaneous recording of camera and lidar data in addition to the radar spectrum. By warping radar spectra into the camera image, state-of-the-art object recognition algorithms can be applied to label relevant objects, such as cars, in the camera image. The warping operation is designed to be fully differentiable, which allows backpropagating the gradient computed on the camera image through the warping operation to the neural network operating on the radar data. As the warping operation relies on accurate scene flow estimation, we further propose a novel scene flow estimation algorithm which exploits information from camera, lidar and radar sensors. The\r\nproposed scene flow estimation approach is compared against a state-of-the-art scene flow algorithm, and it outperforms it by approximately 30% w.r.t. mean average error. The feasibility of the overall framework for automatic label generation for\r\nRD spectra is verified by evaluating the performance of neural networks trained with the proposed framework for Direction-of-Arrival estimation.","lang":"eng"}],"publication":"IEEE Transactions on Vehicular Technology","issue":"9","department":[{"_id":"54"}],"type":"journal_article","date_created":"2022-09-21T07:26:19Z","file":[{"creator":"huesera","date_created":"2022-09-22T07:00:29Z","relation":"main_file","date_updated":"2022-09-22T07:00:29Z","file_name":"T-VT_AcceptedVersion.pdf","file_size":12117870,"access_level":"open_access","file_id":"33460","content_type":"application/pdf"}],"intvolume":"        71","date_updated":"2023-11-20T16:37:16Z","author":[{"first_name":"Christopher","last_name":"Grimm","full_name":"Grimm, Christopher"},{"full_name":"Fei, Tai","first_name":"Tai","last_name":"Fei"},{"first_name":"Ernst","last_name":"Warsitz","full_name":"Warsitz, Ernst"},{"last_name":"Farhoud","first_name":"Ridha","full_name":"Farhoud, Ridha"},{"last_name":"Breddermann","first_name":"Tobias","full_name":"Breddermann, Tobias"},{"id":"242","full_name":"Haeb-Umbach, Reinhold","first_name":"Reinhold","last_name":"Haeb-Umbach"}],"year":"2022","title":"Warping of Radar Data Into Camera Image for Cross-Modal Supervision in Automotive Applications","doi":"10.1109/TVT.2022.3182411","language":[{"iso":"eng"}]},{"project":[{"name":"TRR 318 - C06: TRR 318 - Technisch unterstütztes Erklären von Stimmcharakteristika (Teilprojekt C06)","_id":"129","grant_number":"438445824"}],"file_date_updated":"2022-10-12T07:09:26Z","citation":{"apa":"Wiechmann, J., Glarner, T., Rautenberg, F., Wagner, P., &#38; Haeb-Umbach, R. (2022). Technically enabled explaining of voice characteristics. <i>18. Phonetik Und Phonologie Im Deutschsprachigen Raum (P&#38;P)</i>.","ieee":"J. Wiechmann, T. Glarner, F. Rautenberg, P. Wagner, and R. Haeb-Umbach, “Technically enabled explaining of voice characteristics,” Bielefeld, 2022.","short":"J. Wiechmann, T. Glarner, F. Rautenberg, P. Wagner, R. Haeb-Umbach, in: 18. Phonetik Und Phonologie Im Deutschsprachigen Raum (P&#38;P), 2022.","chicago":"Wiechmann, Jana, Thomas Glarner, Frederik Rautenberg, Petra Wagner, and Reinhold Haeb-Umbach. “Technically Enabled Explaining of Voice Characteristics.” In <i>18. Phonetik Und Phonologie Im Deutschsprachigen Raum (P&#38;P)</i>, 2022.","mla":"Wiechmann, Jana, et al. “Technically Enabled Explaining of Voice Characteristics.” <i>18. Phonetik Und Phonologie Im Deutschsprachigen Raum (P&#38;P)</i>, 2022.","ama":"Wiechmann J, Glarner T, Rautenberg F, Wagner P, Haeb-Umbach R. Technically enabled explaining of voice characteristics. In: <i>18. Phonetik Und Phonologie Im Deutschsprachigen Raum (P&#38;P)</i>. ; 2022.","bibtex":"@inproceedings{Wiechmann_Glarner_Rautenberg_Wagner_Haeb-Umbach_2022, title={Technically enabled explaining of voice characteristics}, booktitle={18. Phonetik und Phonologie im deutschsprachigen Raum (P&#38;P)}, author={Wiechmann, Jana and Glarner, Thomas and Rautenberg, Frederik and Wagner, Petra and Haeb-Umbach, Reinhold}, year={2022} }"},"oa":"1","has_accepted_license":"1","status":"public","conference":{"end_date":"2022-10-07","location":"Bielefeld","start_date":"2022-10-06"},"ddc":["000"],"user_id":"72602","_id":"33696","publication":"18. Phonetik und Phonologie im deutschsprachigen Raum (P&P)","type":"conference","department":[{"_id":"54"},{"_id":"660"}],"file":[{"date_created":"2022-10-12T07:09:26Z","creator":"huesera","file_id":"33697","content_type":"application/pdf","relation":"main_file","date_updated":"2022-10-12T07:09:26Z","file_name":"PP_2022_paper_8911.pdf","access_level":"open_access","file_size":109294}],"date_created":"2022-10-12T07:10:03Z","date_updated":"2023-11-22T13:45:30Z","title":"Technically enabled explaining of voice characteristics","year":"2022","author":[{"full_name":"Wiechmann, Jana","first_name":"Jana","last_name":"Wiechmann"},{"full_name":"Glarner, Thomas","last_name":"Glarner","first_name":"Thomas"},{"id":"72602","first_name":"Frederik","last_name":"Rautenberg","full_name":"Rautenberg, Frederik"},{"full_name":"Wagner, Petra","last_name":"Wagner","first_name":"Petra"},{"id":"242","first_name":"Reinhold","last_name":"Haeb-Umbach","full_name":"Haeb-Umbach, Reinhold"}],"language":[{"iso":"eng"}]},{"status":"public","year":"2022","title":"AI-Based Assistance System for Manufacturing","author":[{"last_name":"Deppe","first_name":"Sahar","full_name":"Deppe, Sahar"},{"last_name":"Brandt","first_name":"Lukas","full_name":"Brandt, Lukas"},{"full_name":"Brünninghaus, Marc","first_name":"Marc","last_name":"Brünninghaus"},{"id":"44648","full_name":"Papenkordt, Jörg","first_name":"Jörg","last_name":"Papenkordt"},{"id":"11871","full_name":"Heindorf, Stefan","first_name":"Stefan","last_name":"Heindorf","orcid":"0000-0002-4525-6865"},{"full_name":"Tschirner-Vinke, Gudrun","last_name":"Tschirner-Vinke","first_name":"Gudrun"}],"conference":{"location":"Stuttgart","start_date":"2022-09-06","name":"ETFA","end_date":"2022-09-09"},"date_updated":"2023-11-23T08:07:51Z","language":[{"iso":"eng"}],"_id":"33957","series_title":"2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation (ETFA)","user_id":"44648","doi":"10.1109/ETFA52439.2022.9921520","citation":{"short":"S. Deppe, L. Brandt, M. Brünninghaus, J. Papenkordt, S. Heindorf, G. Tschirner-Vinke, (2022).","chicago":"Deppe, Sahar, Lukas Brandt, Marc Brünninghaus, Jörg Papenkordt, Stefan Heindorf, and Gudrun Tschirner-Vinke. “AI-Based Assistance System for Manufacturing.” 2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation (ETFA), 2022. <a href=\"https://doi.org/10.1109/ETFA52439.2022.9921520\">https://doi.org/10.1109/ETFA52439.2022.9921520</a>.","apa":"Deppe, S., Brandt, L., Brünninghaus, M., Papenkordt, J., Heindorf, S., &#38; Tschirner-Vinke, G. (2022). <i>AI-Based Assistance System for Manufacturing</i>. ETFA, Stuttgart. <a href=\"https://doi.org/10.1109/ETFA52439.2022.9921520\">https://doi.org/10.1109/ETFA52439.2022.9921520</a>","ieee":"S. Deppe, L. Brandt, M. Brünninghaus, J. Papenkordt, S. Heindorf, and G. Tschirner-Vinke, “AI-Based Assistance System for Manufacturing.” 2022, doi: <a href=\"https://doi.org/10.1109/ETFA52439.2022.9921520\">10.1109/ETFA52439.2022.9921520</a>.","ama":"Deppe S, Brandt L, Brünninghaus M, Papenkordt J, Heindorf S, Tschirner-Vinke G. AI-Based Assistance System for Manufacturing. Published online 2022. doi:<a href=\"https://doi.org/10.1109/ETFA52439.2022.9921520\">10.1109/ETFA52439.2022.9921520</a>","bibtex":"@article{Deppe_Brandt_Brünninghaus_Papenkordt_Heindorf_Tschirner-Vinke_2022, series={2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation (ETFA)}, title={AI-Based Assistance System for Manufacturing}, DOI={<a href=\"https://doi.org/10.1109/ETFA52439.2022.9921520\">10.1109/ETFA52439.2022.9921520</a>}, author={Deppe, Sahar and Brandt, Lukas and Brünninghaus, Marc and Papenkordt, Jörg and Heindorf, Stefan and Tschirner-Vinke, Gudrun}, year={2022}, collection={2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation (ETFA)} }","mla":"Deppe, Sahar, et al. <i>AI-Based Assistance System for Manufacturing</i>. 2022, doi:<a href=\"https://doi.org/10.1109/ETFA52439.2022.9921520\">10.1109/ETFA52439.2022.9921520</a>."},"abstract":[{"lang":"eng","text":"Manufacturing companies are challenged to make the increasingly complex work processes equally manageable for all employees to prevent an impending loss of competence. In this contribution, an intelligent assistance system is proposed enabling employees to help themselves in the workplace and provide them with competence-related support. This results in increasing the short- and long-term efficiency of problem solving in companies."}],"related_material":{"link":[{"relation":"confirmation","url":"https://ieeexplore.ieee.org/document/9921520"}]},"project":[{"name":"KIAM: KIAM: Kompetenzzentrum KI in der Arbeitswelt des industriellen Mittelstands in OstWestfalenLippe","grant_number":"02L19C115","_id":"409"}],"date_created":"2022-10-28T11:43:49Z","keyword":["Assistance system","Knowledge graph","Information retrieval","Neural networks","AR"],"type":"conference","department":[{"_id":"178"},{"_id":"574"},{"_id":"184"}]},{"user_id":"15694","ddc":["510"],"page":"1870-1875","_id":"30733","language":[{"iso":"eng"}],"date_updated":"2023-11-29T10:00:18Z","has_accepted_license":"1","title":"Verification of safety critical control policies using kernel methods","year":"2022","status":"public","author":[{"id":"93930","first_name":"Nikolaus","last_name":"Vertovec","full_name":"Vertovec, Nikolaus"},{"full_name":"Ober-Blöbaum, Sina","last_name":"Ober-Blöbaum","first_name":"Sina","id":"16494"},{"first_name":"Kostas","last_name":"Margellos","full_name":"Margellos, Kostas"}],"conference":{"location":"London","start_date":"2022-07-12","name":"2022 European Control Conference (ECC)","end_date":"2022-07-15"},"type":"conference","department":[{"_id":"636"}],"date_created":"2022-03-31T11:14:13Z","abstract":[{"lang":"eng","text":"Hamilton-Jacobi reachability methods for safety-critical control have been well studied, but the safety guarantees derived rely on the accuracy of the numerical computation. Thus, it is crucial to understand and account for any inaccuracies that occur due to uncertainty in the underlying dynamics and environment as well as the induced numerical errors. To this end, we propose a framework for modeling the error of the value function inherent in Hamilton-Jacobi reachability using a Gaussian process. The derived safety controller can be used in conjuncture with arbitrary controllers to provide a safe hybrid control law. The marginal likelihood of the Gaussian process then provides a confidence metric used to determine switches between a least restrictive controller and a safety controller. We test both the prediction as well as the correction capabilities of the presented method in a classical pursuit-evasion example."}],"citation":{"bibtex":"@inproceedings{Vertovec_Ober-Blöbaum_Margellos_2022, title={Verification of safety critical control policies using kernel methods}, author={Vertovec, Nikolaus and Ober-Blöbaum, Sina and Margellos, Kostas}, year={2022}, pages={1870–1875} }","chicago":"Vertovec, Nikolaus, Sina Ober-Blöbaum, and Kostas Margellos. “Verification of Safety Critical Control Policies Using Kernel Methods,” 1870–75, 2022.","short":"N. Vertovec, S. Ober-Blöbaum, K. Margellos, in: 2022, pp. 1870–1875.","ama":"Vertovec N, Ober-Blöbaum S, Margellos K. Verification of safety critical control policies using kernel methods. In: ; 2022:1870-1875.","ieee":"N. Vertovec, S. Ober-Blöbaum, and K. Margellos, “Verification of safety critical control policies using kernel methods,” London, 2022, pp. 1870–1875.","apa":"Vertovec, N., Ober-Blöbaum, S., &#38; Margellos, K. (2022). <i>Verification of safety critical control policies using kernel methods</i>. 1870–1875.","mla":"Vertovec, Nikolaus, et al. <i>Verification of Safety Critical Control Policies Using Kernel Methods</i>. 2022, pp. 1870–75."}},{"department":[{"_id":"34"},{"_id":"819"}],"type":"conference","date_created":"2023-08-04T07:15:16Z","abstract":[{"text":"Hyperparameter optimization (HPO) is a key component of machine learning models for achieving peak predictive performance. While numerous methods and algorithms for HPO have been proposed over the last years, little progress has been made in illuminating and examining the actual structure of these black-box optimization problems. Exploratory landscape analysis (ELA) subsumes a set of techniques that can be used to gain knowledge about properties of unknown optimization problems. In this paper, we evaluate the performance of five different black-box optimizers on 30 HPO problems, which consist of two-, three- and five-dimensional continuous search spaces of the XGBoost learner trained on 10 different data sets. This is contrasted with the performance of the same optimizers evaluated on 360 problem instances from the black-box optimization benchmark (BBOB). We then compute ELA features on the HPO and BBOB problems and examine similarities and differences. A cluster analysis of the HPO and BBOB problems in ELA feature space allows us to identify how the HPO problems compare to the BBOB problems on a structural meta-level. We identify a subset of BBOB problems that are close to the HPO problems in ELA feature space and show that optimizer performance is comparably similar on these two sets of benchmark problems. We highlight open challenges of ELA for HPO and discuss potential directions of future research and applications.","lang":"eng"}],"publication":"Parallel Problem Solving from Nature — PPSN XVII","doi":"10.1007/978-3-031-14714-2_40","language":[{"iso":"eng"}],"date_updated":"2023-10-16T12:51:27Z","author":[{"last_name":"Schneider","first_name":"Lennart","full_name":"Schneider, Lennart"},{"first_name":"Lennart","last_name":"Schäpermeier","full_name":"Schäpermeier, Lennart"},{"last_name":"Prager","first_name":"Raphael Patrick","full_name":"Prager, Raphael Patrick"},{"full_name":"Bischl, Bernd","first_name":"Bernd","last_name":"Bischl"},{"id":"100740","full_name":"Trautmann, Heike","last_name":"Trautmann","first_name":"Heike","orcid":"0000-0002-9788-8282"},{"full_name":"Kerschke, Pascal","last_name":"Kerschke","first_name":"Pascal"}],"publication_identifier":{"isbn":["978-3-031-14714-2"]},"title":"HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis","year":"2022","place":"Cham","citation":{"ama":"Schneider L, Schäpermeier L, Prager RP, Bischl B, Trautmann H, Kerschke P. HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis. In: Rudolph G, Kononova AV, Aguirre H, Kerschke P, Ochoa G, Tušar T, eds. <i>Parallel Problem Solving from Nature — PPSN XVII</i>. Springer International Publishing; 2022:575–589. doi:<a href=\"https://doi.org/10.1007/978-3-031-14714-2_40\">10.1007/978-3-031-14714-2_40</a>","bibtex":"@inproceedings{Schneider_Schäpermeier_Prager_Bischl_Trautmann_Kerschke_2022, place={Cham}, title={HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-14714-2_40\">10.1007/978-3-031-14714-2_40</a>}, booktitle={Parallel Problem Solving from Nature — PPSN XVII}, publisher={Springer International Publishing}, author={Schneider, Lennart and Schäpermeier, Lennart and Prager, Raphael Patrick and Bischl, Bernd and Trautmann, Heike and Kerschke, Pascal}, editor={Rudolph, Günter and Kononova, Anna V. and Aguirre, Hernán and Kerschke, Pascal and Ochoa, Gabriela and Tušar, Tea}, year={2022}, pages={575–589} }","mla":"Schneider, Lennart, et al. “HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis.” <i>Parallel Problem Solving from Nature — PPSN XVII</i>, edited by Günter Rudolph et al., Springer International Publishing, 2022, pp. 575–589, doi:<a href=\"https://doi.org/10.1007/978-3-031-14714-2_40\">10.1007/978-3-031-14714-2_40</a>.","chicago":"Schneider, Lennart, Lennart Schäpermeier, Raphael Patrick Prager, Bernd Bischl, Heike Trautmann, and Pascal Kerschke. “HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis.” In <i>Parallel Problem Solving from Nature — PPSN XVII</i>, edited by Günter Rudolph, Anna V. Kononova, Hernán Aguirre, Pascal Kerschke, Gabriela Ochoa, and Tea Tušar, 575–589. Cham: Springer International Publishing, 2022. <a href=\"https://doi.org/10.1007/978-3-031-14714-2_40\">https://doi.org/10.1007/978-3-031-14714-2_40</a>.","short":"L. Schneider, L. Schäpermeier, R.P. Prager, B. Bischl, H. Trautmann, P. Kerschke, in: G. Rudolph, A.V. Kononova, H. Aguirre, P. Kerschke, G. Ochoa, T. Tušar (Eds.), Parallel Problem Solving from Nature — PPSN XVII, Springer International Publishing, Cham, 2022, pp. 575–589.","apa":"Schneider, L., Schäpermeier, L., Prager, R. P., Bischl, B., Trautmann, H., &#38; Kerschke, P. (2022). HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis. In G. Rudolph, A. V. Kononova, H. Aguirre, P. Kerschke, G. Ochoa, &#38; T. Tušar (Eds.), <i>Parallel Problem Solving from Nature — PPSN XVII</i> (pp. 575–589). Springer International Publishing. <a href=\"https://doi.org/10.1007/978-3-031-14714-2_40\">https://doi.org/10.1007/978-3-031-14714-2_40</a>","ieee":"L. Schneider, L. Schäpermeier, R. P. Prager, B. Bischl, H. Trautmann, and P. Kerschke, “HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis,” in <i>Parallel Problem Solving from Nature — PPSN XVII</i>, 2022, pp. 575–589, doi: <a href=\"https://doi.org/10.1007/978-3-031-14714-2_40\">10.1007/978-3-031-14714-2_40</a>."},"editor":[{"last_name":"Rudolph","first_name":"Günter","full_name":"Rudolph, Günter"},{"full_name":"Kononova, Anna V.","first_name":"Anna V.","last_name":"Kononova"},{"last_name":"Aguirre","first_name":"Hernán","full_name":"Aguirre, Hernán"},{"last_name":"Kerschke","first_name":"Pascal","full_name":"Kerschke, Pascal"},{"last_name":"Ochoa","first_name":"Gabriela","full_name":"Ochoa, Gabriela"},{"full_name":"Tušar, Tea","last_name":"Tušar","first_name":"Tea"}],"user_id":"15504","_id":"46306","publisher":"Springer International Publishing","page":"575–589","status":"public"},{"department":[{"_id":"34"},{"_id":"819"}],"type":"journal_article","date_created":"2023-08-04T07:16:40Z","abstract":[{"text":"Single-objective continuous optimization can be challenging, especially when dealing with multimodal problems. This work sheds light on the effects that multi-objective optimization may have in the single-objective space. For this purpose, we examine the inner mechanisms of the recently developed sophisticated local search procedure SOMOGSA. This method solves multimodal single-objective continuous optimization problems based on first expanding the problem with an additional objective (e.g., a sphere function) to the bi-objective domain and subsequently exploiting local structures of the resulting landscapes. Our study particularly focuses on the sensitivity of this multiobjectivization approach w.r.t. (1) the parametrization of the artificial second objective, as well as (2) the position of the initial starting points in the search space. As SOMOGSA is a modular framework for encapsulating local search, we integrate Nelder–Mead local search as optimizer in the respective module and compare the performance of the resulting hybrid local search to its original single-objective counterpart. We show that the SOMOGSA framework can significantly boost local search by multiobjectivization. Hence, combined with more sophisticated local search and metaheuristics, this may help solve highly multimodal optimization problems in the future.","lang":"eng"}],"citation":{"mla":"Aspar, Pelin, et al. “The Objective That Freed Me: A Multi-Objective Local Search Approach for Continuous Single-Objective Optimization.” <i>Natural Computing</i>, vol. 1, 2022, pp. 1–15, doi:<a href=\"https://doi.org/10.1007/s11047-022-09919-w\">10.1007/s11047-022-09919-w</a>.","bibtex":"@article{Aspar_Steinhoff_Schäpermeier_Kerschke_Trautmann_Grimme_2022, title={The objective that freed me: a multi-objective local search approach for continuous single-objective optimization}, volume={1}, DOI={<a href=\"https://doi.org/10.1007/s11047-022-09919-w\">10.1007/s11047-022-09919-w</a>}, journal={Natural Computing}, author={Aspar, Pelin and Steinhoff, Vera and Schäpermeier, Lennart and Kerschke, Pascal and Trautmann, Heike and Grimme, Christian}, year={2022}, pages={1–15} }","ama":"Aspar P, Steinhoff V, Schäpermeier L, Kerschke P, Trautmann H, Grimme C. The objective that freed me: a multi-objective local search approach for continuous single-objective optimization. <i>Natural Computing</i>. 2022;1:1–15. doi:<a href=\"https://doi.org/10.1007/s11047-022-09919-w\">10.1007/s11047-022-09919-w</a>","ieee":"P. Aspar, V. Steinhoff, L. Schäpermeier, P. Kerschke, H. Trautmann, and C. Grimme, “The objective that freed me: a multi-objective local search approach for continuous single-objective optimization,” <i>Natural Computing</i>, vol. 1, pp. 1–15, 2022, doi: <a href=\"https://doi.org/10.1007/s11047-022-09919-w\">10.1007/s11047-022-09919-w</a>.","apa":"Aspar, P., Steinhoff, V., Schäpermeier, L., Kerschke, P., Trautmann, H., &#38; Grimme, C. (2022). The objective that freed me: a multi-objective local search approach for continuous single-objective optimization. <i>Natural Computing</i>, <i>1</i>, 1–15. <a href=\"https://doi.org/10.1007/s11047-022-09919-w\">https://doi.org/10.1007/s11047-022-09919-w</a>","chicago":"Aspar, Pelin, Vera Steinhoff, Lennart Schäpermeier, Pascal Kerschke, Heike Trautmann, and Christian Grimme. “The Objective That Freed Me: A Multi-Objective Local Search Approach for Continuous Single-Objective Optimization.” <i>Natural Computing</i> 1 (2022): 1–15. <a href=\"https://doi.org/10.1007/s11047-022-09919-w\">https://doi.org/10.1007/s11047-022-09919-w</a>.","short":"P. Aspar, V. Steinhoff, L. Schäpermeier, P. Kerschke, H. Trautmann, C. Grimme, Natural Computing 1 (2022) 1–15."},"publication":"Natural Computing","volume":1,"user_id":"15504","doi":"10.1007/s11047-022-09919-w","_id":"46308","language":[{"iso":"eng"}],"page":"1–15","intvolume":"         1","date_updated":"2023-10-16T12:52:33Z","author":[{"full_name":"Aspar, Pelin","first_name":"Pelin","last_name":"Aspar"},{"full_name":"Steinhoff, Vera","first_name":"Vera","last_name":"Steinhoff"},{"full_name":"Schäpermeier, Lennart","first_name":"Lennart","last_name":"Schäpermeier"},{"last_name":"Kerschke","first_name":"Pascal","full_name":"Kerschke, Pascal"},{"id":"100740","full_name":"Trautmann, Heike","first_name":"Heike","orcid":"0000-0002-9788-8282","last_name":"Trautmann"},{"first_name":"Christian","last_name":"Grimme","full_name":"Grimme, Christian"}],"title":"The objective that freed me: a multi-objective local search approach for continuous single-objective optimization","year":"2022","status":"public"},{"abstract":[{"text":"Graph convolutional networks (GCNs) are a powerful architecture for representation learning on documents that naturally occur as graphs, e.g., citation or social networks. However, sensitive personal information, such as documents with people{’}s profiles or relationships as edges, are prone to privacy leaks, as the trained model might reveal the original input. Although differential privacy (DP) offers a well-founded privacy-preserving framework, GCNs pose theoretical and practical challenges due to their training specifics. We address these challenges by adapting differentially-private gradient-based training to GCNs and conduct experiments using two optimizers on five NLP datasets in two languages. We propose a simple yet efficient method based on random graph splits that not only improves the baseline privacy bounds by a factor of 2.7 while retaining competitive F1 scores, but also provides strong privacy guarantees of epsilon = 1.0. We show that, under certain modeling choices, privacy-preserving GCNs perform up to 90{%} of their non-private variants, while formally guaranteeing strong privacy measures.","lang":"eng"}],"publication":"Proceedings of the Thirteenth Language Resources and Evaluation Conference","citation":{"ieee":"T. Igamberdiev and I. Habernal, “Privacy-Preserving Graph Convolutional Networks for Text Classification,” in <i>Proceedings of the Thirteenth Language Resources and Evaluation Conference</i>, 2022, pp. 338–350.","apa":"Igamberdiev, T., &#38; Habernal, I. (2022). Privacy-Preserving Graph Convolutional Networks for Text Classification. <i>Proceedings of the Thirteenth Language Resources and Evaluation Conference</i>, 338–350.","chicago":"Igamberdiev, Timour, and Ivan Habernal. “Privacy-Preserving Graph Convolutional Networks for Text Classification.” In <i>Proceedings of the Thirteenth Language Resources and Evaluation Conference</i>, 338–350. Marseille, France: European Language Resources Association, 2022.","short":"T. Igamberdiev, I. Habernal, in: Proceedings of the Thirteenth Language Resources and Evaluation Conference, European Language Resources Association, Marseille, France, 2022, pp. 338–350.","mla":"Igamberdiev, Timour, and Ivan Habernal. “Privacy-Preserving Graph Convolutional Networks for Text Classification.” <i>Proceedings of the Thirteenth Language Resources and Evaluation Conference</i>, European Language Resources Association, 2022, pp. 338–350.","bibtex":"@inproceedings{Igamberdiev_Habernal_2022, place={Marseille, France}, title={Privacy-Preserving Graph Convolutional Networks for Text Classification}, booktitle={Proceedings of the Thirteenth Language Resources and Evaluation Conference}, publisher={European Language Resources Association}, author={Igamberdiev, Timour and Habernal, Ivan}, year={2022}, pages={338–350} }","ama":"Igamberdiev T, Habernal I. Privacy-Preserving Graph Convolutional Networks for Text Classification. In: <i>Proceedings of the Thirteenth Language Resources and Evaluation Conference</i>. European Language Resources Association; 2022:338–350."},"type":"conference","department":[{"_id":"34"},{"_id":"820"}],"date_created":"2023-10-19T08:26:58Z","place":"Marseille, France","date_updated":"2023-10-19T12:05:12Z","year":"2022","title":"Privacy-Preserving Graph Convolutional Networks for Text Classification","status":"public","author":[{"first_name":"Timour","last_name":"Igamberdiev","full_name":"Igamberdiev, Timour"},{"full_name":"Habernal, Ivan","first_name":"Ivan","last_name":"Habernal","id":"101881"}],"user_id":"15504","page":"338–350","publisher":"European Language Resources Association","_id":"48299","language":[{"iso":"eng"}]},{"page":"2927–2933","_id":"48300","publisher":"International Committee on Computational Linguistics","language":[{"iso":"eng"}],"user_id":"15504","title":"DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting","year":"2022","status":"public","author":[{"first_name":"Timour","last_name":"Igamberdiev","full_name":"Igamberdiev, Timour"},{"full_name":"Arnold, Thomas","first_name":"Thomas","last_name":"Arnold"},{"id":"101881","first_name":"Ivan","last_name":"Habernal","full_name":"Habernal, Ivan"}],"date_updated":"2023-10-19T12:04:57Z","place":"Gyeongju, Republic of Korea","date_created":"2023-10-19T08:27:05Z","type":"conference","department":[{"_id":"34"},{"_id":"820"}],"publication":"Proceedings of the 29th International Conference on Computational Linguistics","citation":{"ama":"Igamberdiev T, Arnold T, Habernal I. DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting. In: <i>Proceedings of the 29th International Conference on Computational Linguistics</i>. International Committee on Computational Linguistics; 2022:2927–2933.","bibtex":"@inproceedings{Igamberdiev_Arnold_Habernal_2022, place={Gyeongju, Republic of Korea}, title={DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting}, booktitle={Proceedings of the 29th International Conference on Computational Linguistics}, publisher={International Committee on Computational Linguistics}, author={Igamberdiev, Timour and Arnold, Thomas and Habernal, Ivan}, year={2022}, pages={2927–2933} }","mla":"Igamberdiev, Timour, et al. “DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting.” <i>Proceedings of the 29th International Conference on Computational Linguistics</i>, International Committee on Computational Linguistics, 2022, pp. 2927–2933.","short":"T. Igamberdiev, T. Arnold, I. Habernal, in: Proceedings of the 29th International Conference on Computational Linguistics, International Committee on Computational Linguistics, Gyeongju, Republic of Korea, 2022, pp. 2927–2933.","chicago":"Igamberdiev, Timour, Thomas Arnold, and Ivan Habernal. “DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting.” In <i>Proceedings of the 29th International Conference on Computational Linguistics</i>, 2927–2933. Gyeongju, Republic of Korea: International Committee on Computational Linguistics, 2022.","apa":"Igamberdiev, T., Arnold, T., &#38; Habernal, I. (2022). DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting. <i>Proceedings of the 29th International Conference on Computational Linguistics</i>, 2927–2933.","ieee":"T. Igamberdiev, T. Arnold, and I. Habernal, “DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting,” in <i>Proceedings of the 29th International Conference on Computational Linguistics</i>, 2022, pp. 2927–2933."},"abstract":[{"text":"Text rewriting with differential privacy (DP) provides concrete theoretical guarantees for protecting the privacy of individuals in textual documents. In practice, existing systems may lack the means to validate their privacy-preserving claims, leading to problems of transparency and reproducibility. We introduce DP-Rewrite, an open-source framework for differentially private text rewriting which aims to solve these problems by being modular, extensible, and highly customizable. Our system incorporates a variety of downstream datasets, models, pre-training procedures, and evaluation metrics to provide a flexible way to lead and validate private text rewriting research. To demonstrate our software in practice, we provide a set of experiments as a case study on the ADePT DP text rewriting system, detecting a privacy leak in its pre-training approach. Our system is publicly available, and we hope that it will help the community to make DP text rewriting research more accessible and transparent.","lang":"eng"}]},{"citation":{"bibtex":"@inproceedings{Habernal_2022, title={How reparametrization trick broke differentially-private text representation learning}, DOI={<a href=\"https://doi.org/10.18653/v1/2022.acl-short.87\">10.18653/v1/2022.acl-short.87</a>}, booktitle={Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)}, publisher={Association for Computational Linguistics}, author={Habernal, Ivan}, year={2022} }","ama":"Habernal I. How reparametrization trick broke differentially-private text representation learning. In: <i>Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)</i>. Association for Computational Linguistics; 2022. doi:<a href=\"https://doi.org/10.18653/v1/2022.acl-short.87\">10.18653/v1/2022.acl-short.87</a>","mla":"Habernal, Ivan. “How Reparametrization Trick Broke Differentially-Private Text Representation Learning.” <i>Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)</i>, Association for Computational Linguistics, 2022, doi:<a href=\"https://doi.org/10.18653/v1/2022.acl-short.87\">10.18653/v1/2022.acl-short.87</a>.","chicago":"Habernal, Ivan. “How Reparametrization Trick Broke Differentially-Private Text Representation Learning.” In <i>Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)</i>. Association for Computational Linguistics, 2022. <a href=\"https://doi.org/10.18653/v1/2022.acl-short.87\">https://doi.org/10.18653/v1/2022.acl-short.87</a>.","short":"I. Habernal, in: Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), Association for Computational Linguistics, 2022.","ieee":"I. Habernal, “How reparametrization trick broke differentially-private text representation learning,” 2022, doi: <a href=\"https://doi.org/10.18653/v1/2022.acl-short.87\">10.18653/v1/2022.acl-short.87</a>.","apa":"Habernal, I. (2022). How reparametrization trick broke differentially-private text representation learning. <i>Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)</i>. <a href=\"https://doi.org/10.18653/v1/2022.acl-short.87\">https://doi.org/10.18653/v1/2022.acl-short.87</a>"},"publication":"Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)","date_created":"2023-10-19T08:26:35Z","department":[{"_id":"34"},{"_id":"820"}],"type":"conference","author":[{"full_name":"Habernal, Ivan","first_name":"Ivan","last_name":"Habernal","id":"101881"}],"status":"public","year":"2022","title":"How reparametrization trick broke differentially-private text representation learning","date_updated":"2023-10-19T12:05:39Z","publication_status":"published","_id":"48298","language":[{"iso":"eng"}],"publisher":"Association for Computational Linguistics","doi":"10.18653/v1/2022.acl-short.87","user_id":"15504"},{"citation":{"apa":"Förster, N., Hölscher, J., Piepenbrock, T., Rehlaender, P., Wallscheid, O., Schafmeister, F., &#38; Böcker, J. (2022). An Open-Source FEM Magnetic Toolbox for Calculating Electric and Thermal Behavior of Power Electronic Magnetic Components. <i>2022 24th European Conference on Power Electronics and Applications (EPE’22 ECCE Europe)</i>, P.1-P.9.","mla":"Förster, Nikolas, et al. “An Open-Source FEM Magnetic Toolbox for Calculating Electric and Thermal Behavior of Power Electronic Magnetic Components.” <i>2022 24th European Conference on Power Electronics and Applications (EPE’22 ECCE Europe)</i>, 2022, p. P.1-P.9.","ieee":"N. Förster <i>et al.</i>, “An Open-Source FEM Magnetic Toolbox for Calculating Electric and Thermal Behavior of Power Electronic Magnetic Components,” in <i>2022 24th European Conference on Power Electronics and Applications (EPE’22 ECCE Europe)</i>, 2022, p. 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P.1-P.9.","bibtex":"@inproceedings{Förster_Hölscher_Piepenbrock_Rehlaender_Wallscheid_Schafmeister_Böcker_2022, title={An Open-Source FEM Magnetic Toolbox for Calculating Electric and Thermal Behavior of Power Electronic Magnetic Components}, booktitle={2022 24th European Conference on Power Electronics and Applications (EPE’22 ECCE Europe)}, author={Förster, Nikolas and Hölscher, Jonas and Piepenbrock, Till and Rehlaender, Philipp and Wallscheid, Oliver and Schafmeister, Frank and Böcker, Joachim}, year={2022}, pages={P.1-P.9} }"},"publication":"2022 24th European Conference on Power Electronics and Applications (EPE’22 ECCE Europe)","department":[{"_id":"52"}],"type":"conference","date_created":"2023-01-03T08:56:48Z","date_updated":"2023-10-20T11:39:27Z","author":[{"id":"83383","full_name":"Förster, Nikolas","first_name":"Nikolas","last_name":"Förster"},{"full_name":"Hölscher, Jonas","first_name":"Jonas","last_name":"Hölscher"},{"full_name":"Piepenbrock, Till","last_name":"Piepenbrock","first_name":"Till"},{"id":"69469","full_name":"Rehlaender, Philipp","first_name":"Philipp","last_name":"Rehlaender"},{"full_name":"Wallscheid, Oliver","first_name":"Oliver","orcid":"https://orcid.org/0000-0001-9362-8777","last_name":"Wallscheid","id":"11291"},{"id":"71291","full_name":"Schafmeister, Frank","first_name":"Frank","last_name":"Schafmeister"},{"full_name":"Böcker, Joachim","orcid":"0000-0002-8480-7295","first_name":"Joachim","last_name":"Böcker","id":"66"}],"year":"2022","title":"An Open-Source FEM Magnetic Toolbox for Calculating Electric and Thermal Behavior of Power Electronic Magnetic Components","status":"public","user_id":"83383","language":[{"iso":"eng"}],"_id":"35126","page":"P.1-P.9"},{"status":"public","_id":"30863","publisher":"Walter de Gruyter GmbH","page":"493 - 506","volume":89,"user_id":"11829","citation":{"chicago":"Johannesmann, Sarah, Leander Claes, Nadine Feldmann, Henning Zeipert, and Bernd Henning. “Lamb Wave Based Approach to the Determination of Acoustic Material Parameters.” <i>Tm - Technisches Messen</i> 89, no. 7–8 (2022): 493–506. <a href=\"https://doi.org/10.1515/teme-2021-0134\">https://doi.org/10.1515/teme-2021-0134</a>.","short":"S. Johannesmann, L. Claes, N. Feldmann, H. Zeipert, B. Henning, Tm - Technisches Messen 89 (2022) 493–506.","ieee":"S. Johannesmann, L. Claes, N. Feldmann, H. Zeipert, and B. Henning, “Lamb wave based approach to the determination of acoustic material parameters,” <i>tm - Technisches Messen</i>, vol. 89, no. 7–8, pp. 493–506, 2022, doi: <a href=\"https://doi.org/10.1515/teme-2021-0134\">10.1515/teme-2021-0134</a>.","apa":"Johannesmann, S., Claes, L., Feldmann, N., Zeipert, H., &#38; Henning, B. (2022). Lamb wave based approach to the determination of acoustic material parameters. <i>Tm - Technisches Messen</i>, <i>89</i>(7–8), 493–506. <a href=\"https://doi.org/10.1515/teme-2021-0134\">https://doi.org/10.1515/teme-2021-0134</a>","bibtex":"@article{Johannesmann_Claes_Feldmann_Zeipert_Henning_2022, title={Lamb wave based approach to the determination of acoustic material parameters}, volume={89}, DOI={<a href=\"https://doi.org/10.1515/teme-2021-0134\">10.1515/teme-2021-0134</a>}, number={7–8}, journal={tm - Technisches Messen}, publisher={Walter de Gruyter GmbH}, author={Johannesmann, Sarah and Claes, Leander and Feldmann, Nadine and Zeipert, Henning and Henning, Bernd}, year={2022}, pages={493–506} }","ama":"Johannesmann S, Claes L, Feldmann N, Zeipert H, Henning B. Lamb wave based approach to the determination of acoustic material parameters. <i>tm - Technisches Messen</i>. 2022;89(7-8):493-506. doi:<a href=\"https://doi.org/10.1515/teme-2021-0134\">10.1515/teme-2021-0134</a>","mla":"Johannesmann, Sarah, et al. “Lamb Wave Based Approach to the Determination of Acoustic Material Parameters.” <i>Tm - Technisches Messen</i>, vol. 89, no. 7–8, Walter de Gruyter GmbH, 2022, pp. 493–506, doi:<a href=\"https://doi.org/10.1515/teme-2021-0134\">10.1515/teme-2021-0134</a>."},"project":[{"name":"PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"},{"name":"LaWaMoRe: Vermiedene Kreuzungen von Lamb-Wellenmoden in mehrlagigen Strukturen","_id":"105","grant_number":"449607253"},{"_id":"89","grant_number":"409779252","name":"VaMP: Vollständige Bestimmung der akustischen Materialparameter von Polymeren"},{"grant_number":"495847374","_id":"157","name":"FaMOUS: Ein ultraschallbasiertes Messverfahren unter Berücksichtigung viskoelastischer Eigenschaften zur Charakterisierung der Faser-Matrix-Haftung bei Organoblechen sowie deren realitätsnahe Modellierung"}],"quality_controlled":"1","publication_identifier":{"issn":["2196-7113","0171-8096"]},"author":[{"id":"29190","full_name":"Johannesmann, Sarah","last_name":"Johannesmann","first_name":"Sarah"},{"id":"11829","full_name":"Claes, Leander","first_name":"Leander","last_name":"Claes","orcid":"0000-0002-4393-268X"},{"id":"23082","full_name":"Feldmann, Nadine","last_name":"Feldmann","first_name":"Nadine"},{"first_name":"Henning","last_name":"Zeipert","full_name":"Zeipert, Henning","id":"32580"},{"full_name":"Henning, Bernd","last_name":"Henning","first_name":"Bernd","id":"213"}],"title":"Lamb wave based approach to the determination of acoustic material parameters","year":"2022","intvolume":"        89","publication_status":"published","date_updated":"2023-10-23T06:56:20Z","language":[{"iso":"eng"}],"doi":"10.1515/teme-2021-0134","publication":"tm - Technisches Messen","issue":"7 - 8","abstract":[{"text":"<jats:title>Abstract</jats:title>\r\n               <jats:p>In this paper a measurement procedure to identify viscoelastic material parameters of plate-like samples using broadband ultrasonic waves is presented. Ultrasonic Lamb waves are excited via the thermoelastic effect using laser radiation and detected by a piezoelectric transducer. The resulting measurement data is transformed to yield information about multiple propagating Lamb waves as well as their attenuation. These results are compared to simulation results in an inverse procedure to identify the parameters of an elastic and a viscoelastic material model.</jats:p>","lang":"eng"}],"date_created":"2022-04-12T11:00:22Z","department":[{"_id":"49"}],"type":"journal_article","keyword":["Electrical and Electronic Engineering","Instrumentation"]},{"citation":{"ama":"Johannesmann S, Claes L, Henning B. Estimation of viscoelastic material parameters of polymers using Lamb waves. In: <i>Fortschritte Der Akustik - DAGA 2022</i>. ; 2022:1401-1404.","bibtex":"@inproceedings{Johannesmann_Claes_Henning_2022, title={Estimation of viscoelastic material parameters of polymers using Lamb waves}, booktitle={Fortschritte der Akustik - DAGA 2022}, author={Johannesmann, Sarah and Claes, Leander and Henning, Bernd}, year={2022}, pages={1401–1404} }","mla":"Johannesmann, Sarah, et al. “Estimation of Viscoelastic Material Parameters of Polymers Using Lamb Waves.” <i>Fortschritte Der Akustik - DAGA 2022</i>, 2022, pp. 1401–04.","short":"S. Johannesmann, L. Claes, B. Henning, in: Fortschritte Der Akustik - DAGA 2022, 2022, pp. 1401–1404.","chicago":"Johannesmann, Sarah, Leander Claes, and Bernd Henning. “Estimation of Viscoelastic Material Parameters of Polymers Using Lamb Waves.” In <i>Fortschritte Der Akustik - DAGA 2022</i>, 1401–4, 2022.","apa":"Johannesmann, S., Claes, L., &#38; Henning, B. (2022). Estimation of viscoelastic material parameters of polymers using Lamb waves. <i>Fortschritte Der Akustik - DAGA 2022</i>, 1401–1404.","ieee":"S. Johannesmann, L. Claes, and B. Henning, “Estimation of viscoelastic material parameters of polymers using Lamb waves,” in <i>Fortschritte der Akustik - DAGA 2022</i>, Stuttgart, 2022, pp. 1401–1404."},"file_date_updated":"2022-03-28T14:39:01Z","publication":"Fortschritte der Akustik - DAGA 2022","project":[{"grant_number":"409779252","_id":"89","name":"VaMP: Vollständige Bestimmung der akustischen Materialparameter von Polymeren"},{"name":"LaWaMoRe: Vermiedene Kreuzungen von Lamb-Wellenmoden in mehrlagigen Strukturen","grant_number":"449607253","_id":"105"},{"grant_number":"495847374","_id":"157","name":"FaMOUS: Ein ultraschallbasiertes Messverfahren unter Berücksichtigung viskoelastischer Eigenschaften zur Charakterisierung der Faser-Matrix-Haftung bei Organoblechen sowie deren realitätsnahe Modellierung"}],"date_created":"2019-01-09T15:59:54Z","file":[{"access_level":"closed","file_size":1104577,"file_name":"daga2022_joh.pdf","date_updated":"2022-03-28T14:39:01Z","relation":"main_file","success":1,"content_type":"application/pdf","file_id":"30668","creator":"leanderc","date_created":"2022-03-28T14:39:01Z"}],"department":[{"_id":"49"}],"type":"conference","author":[{"first_name":"Sarah","last_name":"Johannesmann","full_name":"Johannesmann, Sarah","id":"29190"},{"first_name":"Leander","last_name":"Claes","orcid":"0000-0002-4393-268X","full_name":"Claes, Leander","id":"11829"},{"id":"213","full_name":"Henning, Bernd","last_name":"Henning","first_name":"Bernd"}],"conference":{"end_date":"2022-03-24","location":"Stuttgart","start_date":"2022-03-21","name":"DAGA 2022 - 48. Jahrestagung für Akustik"},"title":"Estimation of viscoelastic material parameters of polymers using Lamb waves","status":"public","year":"2022","has_accepted_license":"1","date_updated":"2023-10-23T06:58:41Z","language":[{"iso":"eng"}],"_id":"6588","page":"1401-1404","user_id":"11829","ddc":["620"]},{"_id":"6560","language":[{"iso":"eng"}],"user_id":"11829","status":"public","year":"2022","title":"Inverses Verfahren zur Bestimmung viskoelastischer Materialparameter","author":[{"full_name":"Johannesmann, Sarah","first_name":"Sarah","last_name":"Johannesmann","id":"29190"}],"date_updated":"2023-10-23T06:58:06Z","place":"Workshop \"Messtechnische Anwendungen von Ultraschall\", Drübeck","date_created":"2019-01-09T14:37:07Z","type":"misc","department":[{"_id":"49"}],"citation":{"ama":"Johannesmann S. <i>Inverses Verfahren Zur Bestimmung Viskoelastischer Materialparameter</i>.; 2022.","bibtex":"@book{Johannesmann_2022, place={Workshop “Messtechnische Anwendungen von Ultraschall”, Drübeck}, title={Inverses Verfahren zur Bestimmung viskoelastischer Materialparameter}, author={Johannesmann, Sarah}, year={2022} }","mla":"Johannesmann, Sarah. <i>Inverses Verfahren Zur Bestimmung Viskoelastischer Materialparameter</i>. 2022.","chicago":"Johannesmann, Sarah. <i>Inverses Verfahren Zur Bestimmung Viskoelastischer Materialparameter</i>. Workshop “Messtechnische Anwendungen von Ultraschall”, Drübeck, 2022.","short":"S. Johannesmann, Inverses Verfahren Zur Bestimmung Viskoelastischer Materialparameter, Workshop “Messtechnische Anwendungen von Ultraschall”, Drübeck, 2022.","apa":"Johannesmann, S. (2022). <i>Inverses Verfahren zur Bestimmung viskoelastischer Materialparameter</i>.","ieee":"S. Johannesmann, <i>Inverses Verfahren zur Bestimmung viskoelastischer Materialparameter</i>. Workshop “Messtechnische Anwendungen von Ultraschall”, Drübeck, 2022."},"project":[{"_id":"52","name":"PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing"},{"_id":"157","grant_number":"495847374","name":"FaMOUS: Ein ultraschallbasiertes Messverfahren unter Berücksichtigung viskoelastischer Eigenschaften zur Charakterisierung der Faser-Matrix-Haftung bei Organoblechen sowie deren realitätsnahe Modellierung"}]},{"doi":"10.21437/interspeech.2022-10740","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":"https://www.isca-speech.org/archive/pdfs/interspeech_2022/kuhlmann22_interspeech.pdf"}],"date_updated":"2023-10-25T09:04:45Z","publication_status":"published","author":[{"id":"49871","full_name":"Kuhlmann, Michael","last_name":"Kuhlmann","first_name":"Michael"},{"full_name":"Seebauer, Fritz","last_name":"Seebauer","first_name":"Fritz"},{"first_name":"Janek","last_name":"Ebbers","full_name":"Ebbers, Janek","id":"34851"},{"first_name":"Petra","last_name":"Wagner","full_name":"Wagner, Petra"},{"last_name":"Haeb-Umbach","first_name":"Reinhold","full_name":"Haeb-Umbach, Reinhold","id":"242"}],"year":"2022","title":"Investigation into Target Speaking Rate Adaptation for Voice Conversion","department":[{"_id":"54"}],"type":"conference","date_created":"2022-10-21T06:50:59Z","file":[{"date_created":"2023-07-15T16:16:12Z","creator":"mikuhl","content_type":"application/pdf","success":1,"file_id":"46070","date_updated":"2023-07-15T16:16:12Z","relation":"main_file","access_level":"closed","file_size":303863,"file_name":"kuhlmann22_interspeech.pdf"}],"publication":"Interspeech 2022","ddc":["000"],"user_id":"34851","publisher":"ISCA","_id":"33857","has_accepted_license":"1","status":"public","oa":"1","project":[{"name":"PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"}],"quality_controlled":"1","citation":{"chicago":"Kuhlmann, Michael, Fritz Seebauer, Janek Ebbers, Petra Wagner, and Reinhold Haeb-Umbach. “Investigation into Target Speaking Rate Adaptation for Voice Conversion.” In <i>Interspeech 2022</i>. 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ISCA; 2022. doi:<a href=\"https://doi.org/10.21437/interspeech.2022-10740\">10.21437/interspeech.2022-10740</a>","bibtex":"@inproceedings{Kuhlmann_Seebauer_Ebbers_Wagner_Haeb-Umbach_2022, title={Investigation into Target Speaking Rate Adaptation for Voice Conversion}, DOI={<a href=\"https://doi.org/10.21437/interspeech.2022-10740\">10.21437/interspeech.2022-10740</a>}, booktitle={Interspeech 2022}, publisher={ISCA}, author={Kuhlmann, Michael and Seebauer, Fritz and Ebbers, Janek and Wagner, Petra and Haeb-Umbach, Reinhold}, year={2022} }","mla":"Kuhlmann, Michael, et al. “Investigation into Target Speaking Rate Adaptation for Voice Conversion.” <i>Interspeech 2022</i>, ISCA, 2022, doi:<a href=\"https://doi.org/10.21437/interspeech.2022-10740\">10.21437/interspeech.2022-10740</a>."},"file_date_updated":"2023-07-15T16:16:12Z"},{"author":[{"last_name":"Dröse","first_name":"Jennifer","full_name":"Dröse, Jennifer","id":"85820"},{"full_name":"Wessel, Lena","first_name":"Lena","last_name":"Wessel","id":"85190"}],"title":"Prospective Teachers‘ Competence of Fostering Students’ Understanding in Script Writing Task","status":"public","year":"2022","date_updated":"2023-11-02T08:05:31Z","language":[{"iso":"eng"}],"_id":"45378","editor":[{"full_name":"Fernandez, C.","first_name":"C.","last_name":"Fernandez"},{"last_name":"Llinares","first_name":"S.","full_name":"Llinares, S."},{"first_name":"A.","last_name":"Gutiérrez","full_name":"Gutiérrez, A."},{"first_name":"N.","last_name":"Planas","full_name":"Planas, N."}],"user_id":"85820","citation":{"ieee":"J. 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Planas (Eds.), Proceedings of the 45th Conference of the International Group for the Psychology of Mathematics Education. PME, 2022.","mla":"Dröse, Jennifer, and Lena Wessel. “Prospective Teachers‘ Competence of Fostering Students’ Understanding in Script Writing Task.” <i>Proceedings of the 45th Conference of the International Group for the Psychology of Mathematics Education. PME</i>, edited by C. Fernandez et al., 2022.","bibtex":"@inproceedings{Dröse_Wessel_2022, title={Prospective Teachers‘ Competence of Fostering Students’ Understanding in Script Writing Task}, booktitle={Proceedings of the 45th Conference of the International Group for the Psychology of Mathematics Education. PME}, author={Dröse, Jennifer and Wessel, Lena}, editor={Fernandez, C. and Llinares, S. and Gutiérrez, A. and Planas, N.}, year={2022} }","ama":"Dröse J, Wessel L. Prospective Teachers‘ Competence of Fostering Students’ Understanding in Script Writing Task. In: Fernandez C, Llinares S, Gutiérrez A, Planas N, eds. <i>Proceedings of the 45th Conference of the International Group for the Psychology of Mathematics Education. PME</i>. ; 2022."},"publication":"Proceedings of the 45th Conference of the International Group for the Psychology of Mathematics Education. PME","quality_controlled":"1","date_created":"2023-05-31T06:54:24Z","department":[{"_id":"98"}],"type":"conference"},{"oa":"1","project":[{"name":"PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"}],"quality_controlled":"1","citation":{"ieee":"T. Gburrek, J. Schmalenstroeer, J. Heitkaemper, and R. Haeb-Umbach, “Informed vs. Blind Beamforming in Ad-Hoc Acoustic Sensor Networks for Meeting Transcription,” presented at the 17th International Workshop on Acoustic Signal Enhancement (IWAENC 2022),  Bamberg, Germany , 2022, doi: <a href=\"https://doi.org/10.1109/IWAENC53105.2022.9914772\">10.1109/IWAENC53105.2022.9914772</a>.","apa":"Gburrek, T., Schmalenstroeer, J., Heitkaemper, J., &#38; Haeb-Umbach, R. (2022). Informed vs. Blind Beamforming in Ad-Hoc Acoustic Sensor Networks for Meeting Transcription. <i>2022 International Workshop on Acoustic Signal Enhancement (IWAENC)</i>. 17th International Workshop on Acoustic Signal Enhancement (IWAENC 2022),  Bamberg, Germany . <a href=\"https://doi.org/10.1109/IWAENC53105.2022.9914772\">https://doi.org/10.1109/IWAENC53105.2022.9914772</a>","chicago":"Gburrek, Tobias, Joerg Schmalenstroeer, Jens Heitkaemper, and Reinhold Haeb-Umbach. “Informed vs. Blind Beamforming in Ad-Hoc Acoustic Sensor Networks for Meeting Transcription.” In <i>2022 International Workshop on Acoustic Signal Enhancement (IWAENC)</i>. IEEE, 2022. <a href=\"https://doi.org/10.1109/IWAENC53105.2022.9914772\">https://doi.org/10.1109/IWAENC53105.2022.9914772</a>.","short":"T. Gburrek, J. Schmalenstroeer, J. Heitkaemper, R. Haeb-Umbach, in: 2022 International Workshop on Acoustic Signal Enhancement (IWAENC), IEEE, 2022.","mla":"Gburrek, Tobias, et al. “Informed vs. Blind Beamforming in Ad-Hoc Acoustic Sensor Networks for Meeting Transcription.” <i>2022 International Workshop on Acoustic Signal Enhancement (IWAENC)</i>, IEEE, 2022, doi:<a href=\"https://doi.org/10.1109/IWAENC53105.2022.9914772\">10.1109/IWAENC53105.2022.9914772</a>.","bibtex":"@inproceedings{Gburrek_Schmalenstroeer_Heitkaemper_Haeb-Umbach_2022, title={Informed vs. Blind Beamforming in Ad-Hoc Acoustic Sensor Networks for Meeting Transcription}, DOI={<a href=\"https://doi.org/10.1109/IWAENC53105.2022.9914772\">10.1109/IWAENC53105.2022.9914772</a>}, booktitle={2022 International Workshop on Acoustic Signal Enhancement (IWAENC)}, publisher={IEEE}, author={Gburrek, Tobias and Schmalenstroeer, Joerg and Heitkaemper, Jens and Haeb-Umbach, Reinhold}, year={2022} }","ama":"Gburrek T, Schmalenstroeer J, Heitkaemper J, Haeb-Umbach R. Informed vs. Blind Beamforming in Ad-Hoc Acoustic Sensor Networks for Meeting Transcription. In: <i>2022 International Workshop on Acoustic Signal Enhancement (IWAENC)</i>. IEEE; 2022. doi:<a href=\"https://doi.org/10.1109/IWAENC53105.2022.9914772\">10.1109/IWAENC53105.2022.9914772</a>"},"file_date_updated":"2023-11-17T06:40:40Z","user_id":"44006","ddc":["004"],"publisher":"IEEE","_id":"33808","has_accepted_license":"1","conference":{"start_date":"2022-09-05","name":"17th International Workshop on Acoustic Signal Enhancement (IWAENC 2022)","location":" Bamberg, Germany ","end_date":"2022-09-08"},"status":"public","department":[{"_id":"54"}],"type":"conference","date_created":"2022-10-18T09:30:24Z","file":[{"date_created":"2023-11-17T06:40:40Z","creator":"tgburrek","content_type":"application/pdf","file_id":"48991","date_updated":"2023-11-17T06:40:40Z","relation":"main_file","file_size":266475,"access_level":"open_access","file_name":"iwaenc_22_camera_ready_ieee_check.pdf"}],"publication":"2022 International Workshop on Acoustic Signal Enhancement (IWAENC)","doi":"10.1109/IWAENC53105.2022.9914772","language":[{"iso":"eng"}],"date_updated":"2023-11-17T06:40:58Z","author":[{"last_name":"Gburrek","first_name":"Tobias","full_name":"Gburrek, Tobias","id":"44006"},{"last_name":"Schmalenstroeer","first_name":"Joerg","full_name":"Schmalenstroeer, Joerg","id":"460"},{"id":"27643","first_name":"Jens","last_name":"Heitkaemper","full_name":"Heitkaemper, Jens"},{"id":"242","last_name":"Haeb-Umbach","first_name":"Reinhold","full_name":"Haeb-Umbach, Reinhold"}],"title":"Informed vs. Blind Beamforming in Ad-Hoc Acoustic Sensor Networks for Meeting Transcription","year":"2022"},{"user_id":"34851","ddc":["000"],"language":[{"iso":"eng"}],"_id":"34072","has_accepted_license":"1","date_updated":"2023-11-22T08:26:58Z","author":[{"full_name":"Ebbers, Janek","first_name":"Janek","last_name":"Ebbers","id":"34851"},{"first_name":"Reinhold","last_name":"Haeb-Umbach","full_name":"Haeb-Umbach, Reinhold","id":"242"},{"full_name":"Serizel, Romain","first_name":"Romain","last_name":"Serizel"}],"title":"Threshold Independent Evaluation of Sound Event Detection Scores","year":"2022","status":"public","department":[{"_id":"54"}],"oa":"1","type":"conference","date_created":"2022-11-14T12:17:03Z","file":[{"creator":"ebbers","date_created":"2022-11-14T12:19:55Z","access_level":"open_access","file_size":214001,"file_name":"Template.pdf","date_updated":"2022-11-14T12:19:55Z","relation":"main_file","content_type":"application/pdf","file_id":"34073"}],"abstract":[{"text":"Performing an adequate evaluation of sound event detection (SED) systems is far from trivial and is still subject to ongoing research. The recently proposed polyphonic sound detection (PSD)-receiver operating characteristic (ROC) and PSD score (PSDS) make an important step into the direction of an evaluation of SED systems which is independent from a certain decision threshold. This allows to obtain a more complete picture of the overall system behavior which is less biased by threshold tuning. Yet, the PSD-ROC is currently only approximated using a finite set of thresholds. The choice of\r\nthe thresholds used in approximation, however, can have a severe impact on the resulting PSDS. In this paper we propose a method which allows for computing system performance on an evaluation set for all possible thresholds jointly, enabling accurate computation not only of the PSD-ROC and PSDS but also of other collar-based\r\nand intersection-based performance curves. It further allows to select the threshold which best fulfills the requirements of a given application. Source code is publicly available in our SED evaluation package sed_scores_eval.","lang":"eng"}],"quality_controlled":"1","citation":{"mla":"Ebbers, Janek, et al. “Threshold Independent Evaluation of Sound Event Detection Scores.” <i>Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</i>, 2022.","bibtex":"@inproceedings{Ebbers_Haeb-Umbach_Serizel_2022, title={Threshold Independent Evaluation of Sound Event Detection Scores}, booktitle={Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)}, author={Ebbers, Janek and Haeb-Umbach, Reinhold and Serizel, Romain}, year={2022} }","ama":"Ebbers J, Haeb-Umbach R, Serizel R. Threshold Independent Evaluation of Sound Event Detection Scores. In: <i>Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</i>. ; 2022.","ieee":"J. Ebbers, R. Haeb-Umbach, and R. Serizel, “Threshold Independent Evaluation of Sound Event Detection Scores,” 2022.","apa":"Ebbers, J., Haeb-Umbach, R., &#38; Serizel, R. (2022). Threshold Independent Evaluation of Sound Event Detection Scores. <i>Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</i>.","chicago":"Ebbers, Janek, Reinhold Haeb-Umbach, and Romain Serizel. “Threshold Independent Evaluation of Sound Event Detection Scores.” In <i>Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</i>, 2022.","short":"J. Ebbers, R. Haeb-Umbach, R. Serizel, in: Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022."},"file_date_updated":"2022-11-14T12:19:55Z","publication":"Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)"}]