[{"user_id":"44006","department":[{"_id":"54"}],"_id":"12901","language":[{"iso":"eng"}],"type":"conference","publication":"ICASSP 2018, Calgary, Canada","status":"public","abstract":[{"lang":"eng","text":"This work examines acoustic beamformers employing neural networks (NNs) for mask prediction as front-end for automatic speech recognition (ASR) systems for practical scenarios like voice-enabled home devices. To test the versatility of the mask predicting network, the system is evaluated with different recording hardware, different microphone array designs, and different acoustic models of the downstream ASR system. Significant gains in recognition accuracy are obtained in all configurations despite the fact that the NN had been trained on mismatched data. Unlike previous work, the NN is trained on a feature level objective, which gives some performance advantage over a mask related criterion. Furthermore, different approaches for realizing online, or adaptive, NN-based beamforming are explored, where the online algorithms still show significant gains compared to the baseline performance."}],"date_created":"2019-07-30T14:53:58Z","author":[{"full_name":"Boeddeker, Christoph","id":"40767","last_name":"Boeddeker","first_name":"Christoph"},{"first_name":"Hakan","full_name":"Erdogan, Hakan","last_name":"Erdogan"},{"last_name":"Yoshioka","full_name":"Yoshioka, Takuya","first_name":"Takuya"},{"first_name":"Reinhold","last_name":"Haeb-Umbach","id":"242","full_name":"Haeb-Umbach, Reinhold"}],"date_updated":"2022-01-06T06:51:24Z","oa":"1","main_file_link":[{"url":"https://groups.uni-paderborn.de/nt/pubs/2018/ICASSP_2018_Boeddeker_Paper.pdf","open_access":"1"}],"title":"Exploring Practical Aspects of Neural Mask-Based Beamforming for Far-Field Speech Recognition","related_material":{"link":[{"url":"https://groups.uni-paderborn.de/nt/pubs/2018/ICASSP_2018_Boeddeker_Slides.pdf","relation":"supplementary_material","description":"Poster"}]},"citation":{"bibtex":"@inproceedings{Boeddeker_Erdogan_Yoshioka_Haeb-Umbach_2018, title={Exploring Practical Aspects of Neural Mask-Based Beamforming for Far-Field Speech Recognition}, booktitle={ICASSP 2018, Calgary, Canada}, author={Boeddeker, Christoph and Erdogan, Hakan and Yoshioka, Takuya and Haeb-Umbach, Reinhold}, year={2018} }","short":"C. Boeddeker, H. Erdogan, T. Yoshioka, R. Haeb-Umbach, in: ICASSP 2018, Calgary, Canada, 2018.","mla":"Boeddeker, Christoph, et al. “Exploring Practical Aspects of Neural Mask-Based Beamforming for Far-Field Speech Recognition.” <i>ICASSP 2018, Calgary, Canada</i>, 2018.","apa":"Boeddeker, C., Erdogan, H., Yoshioka, T., &#38; Haeb-Umbach, R. (2018). Exploring Practical Aspects of Neural Mask-Based Beamforming for Far-Field Speech Recognition. In <i>ICASSP 2018, Calgary, Canada</i>.","chicago":"Boeddeker, Christoph, Hakan Erdogan, Takuya Yoshioka, and Reinhold Haeb-Umbach. “Exploring Practical Aspects of Neural Mask-Based Beamforming for Far-Field Speech Recognition.” In <i>ICASSP 2018, Calgary, Canada</i>, 2018.","ieee":"C. Boeddeker, H. Erdogan, T. Yoshioka, and R. Haeb-Umbach, “Exploring Practical Aspects of Neural Mask-Based Beamforming for Far-Field Speech Recognition,” in <i>ICASSP 2018, Calgary, Canada</i>, 2018.","ama":"Boeddeker C, Erdogan H, Yoshioka T, Haeb-Umbach R. Exploring Practical Aspects of Neural Mask-Based Beamforming for Far-Field Speech Recognition. In: <i>ICASSP 2018, Calgary, Canada</i>. ; 2018."},"year":"2018"},{"issue":"2","publication_status":"published","page":"302–308","intvolume":"        42","citation":{"ama":"Röwenstrunk D. Langzeitverfügbarkeit von wissenschaftlicher Software im Bereich historisch-kritischer Musikedition. <i>Bibliothek Forschung und Praxis</i>. 2018;42(2):302–308. doi:<a href=\"https://doi.org/10.18452/18949\">10.18452/18949</a>","chicago":"Röwenstrunk, Daniel. “Langzeitverfügbarkeit von wissenschaftlicher Software im Bereich historisch-kritischer Musikedition.” <i>Bibliothek Forschung und Praxis</i> 42, no. 2 (2018): 302–308. <a href=\"https://doi.org/10.18452/18949\">https://doi.org/10.18452/18949</a>.","ieee":"D. Röwenstrunk, “Langzeitverfügbarkeit von wissenschaftlicher Software im Bereich historisch-kritischer Musikedition,” <i>Bibliothek Forschung und Praxis</i>, vol. 42, no. 2, pp. 302–308, 2018.","short":"D. Röwenstrunk, Bibliothek Forschung und Praxis 42 (2018) 302–308.","bibtex":"@article{Röwenstrunk_2018, title={Langzeitverfügbarkeit von wissenschaftlicher Software im Bereich historisch-kritischer Musikedition}, volume={42}, DOI={<a href=\"https://doi.org/10.18452/18949\">10.18452/18949</a>}, number={2}, journal={Bibliothek Forschung und Praxis}, publisher={Walter de Gruyter GmbH, Berlin/Boston}, author={Röwenstrunk, Daniel}, year={2018}, pages={302–308} }","mla":"Röwenstrunk, Daniel. “Langzeitverfügbarkeit von wissenschaftlicher Software im Bereich historisch-kritischer Musikedition.” <i>Bibliothek Forschung und Praxis</i>, vol. 42, no. 2, Walter de Gruyter GmbH, Berlin/Boston, 2018, pp. 302–308, doi:<a href=\"https://doi.org/10.18452/18949\">10.18452/18949</a>.","apa":"Röwenstrunk, D. (2018). Langzeitverfügbarkeit von wissenschaftlicher Software im Bereich historisch-kritischer Musikedition. <i>Bibliothek Forschung und Praxis</i>, <i>42</i>(2), 302–308. <a href=\"https://doi.org/10.18452/18949\">https://doi.org/10.18452/18949</a>"},"year":"2018","volume":42,"date_created":"2019-08-16T13:14:44Z","author":[{"id":"439","full_name":"Röwenstrunk, Daniel","last_name":"Röwenstrunk","orcid":"https://orcid.org/0000-0001-6271-2095","first_name":"Daniel"}],"publisher":"Walter de Gruyter GmbH, Berlin/Boston","date_updated":"2022-01-06T06:51:27Z","doi":"10.18452/18949","title":"Langzeitverfügbarkeit von wissenschaftlicher Software im Bereich historisch-kritischer Musikedition","publication":"Bibliothek Forschung und Praxis","type":"journal_article","status":"public","abstract":[{"lang":"ger","text":"Die Langzeitverfügbarkeit von Forschungsergebnissen und der dafür häufig notwendige langfristige Erhalt der Lauffähigkeit von Software ist eine gemeinschaftliche Herausforderung für Forschung, Softwareentwicklung und Gedächtnisinstitutionen. Es stehen verschiedene Maßnahmen wie Standardisierung, Emulation oder auch die Weiterentwicklung durch Open-Source-Communities zur Verfügung, die in unterschiedlichen Kontexten für unterschiedliche Arten von Software zum Einsatz kommen können."},{"lang":"eng","text":"Long-term availability of research findings is a challenge for research, software development, and memory institutions altogether. This often includes the necessity to keep research software running over a long time. There are various methods and actions like standardization, emulation, or the development of research software by an open source community which can be taken to achieve this goal."}],"department":[{"_id":"233"},{"_id":"43"}],"user_id":"439","_id":"12937","language":[{"iso":"ger"}]},{"status":"public","publication":"IEEE Access","type":"journal_article","language":[{"iso":"eng"}],"_id":"12965","department":[{"_id":"78"}],"user_id":"398","year":"2018","page":"14078-14092","citation":{"short":"I. Ghribi, R.B. Abdallah, M. Khalgui, Z. Li, K. Alnowibet, M. Platzner, IEEE Access (2018) 14078–14092.","mla":"Ghribi, Ines, et al. “R-Codesign: Codesign Methodology for Real-Time Reconfigurable Embedded Systems Under Energy Constraints.” <i>IEEE Access</i>, 2018, pp. 14078–92, doi:<a href=\"https://doi.org/10.1109/access.2018.2799852\">10.1109/access.2018.2799852</a>.","bibtex":"@article{Ghribi_Abdallah_Khalgui_Li_Alnowibet_Platzner_2018, title={R-Codesign: Codesign Methodology for Real-Time Reconfigurable Embedded Systems Under Energy Constraints}, DOI={<a href=\"https://doi.org/10.1109/access.2018.2799852\">10.1109/access.2018.2799852</a>}, journal={IEEE Access}, author={Ghribi, Ines and Abdallah, Riadh Ben and Khalgui, Mohamed and Li, Zhiwu and Alnowibet, Khalid and Platzner, Marco}, year={2018}, pages={14078–14092} }","apa":"Ghribi, I., Abdallah, R. B., Khalgui, M., Li, Z., Alnowibet, K., &#38; Platzner, M. (2018). 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Hellebrand, J. Henkel, A. Raghunathan, and H.-J. Wunderlich, “Guest Editors’ Introduction - Special Issue on Approximate Computing,” <i>IEEE Embedded Systems Letters</i>, vol. 10, no. 1, pp. 1–1, 2018.","ama":"Hellebrand S, Henkel J, Raghunathan A, Wunderlich H-J. Guest Editors’ Introduction - Special Issue on Approximate Computing. <i>IEEE Embedded Systems Letters</i>. 2018;10(1):1-1. doi:<a href=\"https://doi.org/10.1109/les.2018.2789942\">10.1109/les.2018.2789942</a>","apa":"Hellebrand, S., Henkel, J., Raghunathan, A., &#38; Wunderlich, H.-J. (2018). Guest Editors’ Introduction - Special Issue on Approximate Computing. <i>IEEE Embedded Systems Letters</i>, <i>10</i>(1), 1–1. <a href=\"https://doi.org/10.1109/les.2018.2789942\">https://doi.org/10.1109/les.2018.2789942</a>","mla":"Hellebrand, Sybille, et al. “Guest Editors’ Introduction - Special Issue on Approximate Computing.” <i>IEEE Embedded Systems Letters</i>, vol. 10, no. 1, IEEE, 2018, pp. 1–1, doi:<a href=\"https://doi.org/10.1109/les.2018.2789942\">10.1109/les.2018.2789942</a>.","bibtex":"@article{Hellebrand_Henkel_Raghunathan_Wunderlich_2018, title={Guest Editors’ Introduction - Special Issue on Approximate Computing}, volume={10}, DOI={<a href=\"https://doi.org/10.1109/les.2018.2789942\">10.1109/les.2018.2789942</a>}, number={1}, journal={IEEE Embedded Systems Letters}, publisher={IEEE}, author={Hellebrand, Sybille and Henkel, Joerg and Raghunathan, Anand and Wunderlich, Hans-Joachim}, year={2018}, pages={1–1} }","short":"S. Hellebrand, J. Henkel, A. Raghunathan, H.-J. Wunderlich, IEEE Embedded Systems Letters 10 (2018) 1–1."}},{"publication_identifier":{"issn":["1662-5153"]},"publication_status":"published","year":"2018","citation":{"apa":"Anders, P., Lehmann, T., Müller, H., Grønvik, K. B., Skjæret-Maroni, N., Baumeister, J., &#38; Vereijken, B. (2018). Exergames Inherently Contain Cognitive Elements as Indicated by Cortical Processing. <i>Frontiers in Behavioral Neuroscience</i>. <a href=\"https://doi.org/10.3389/fnbeh.2018.00102\">https://doi.org/10.3389/fnbeh.2018.00102</a>","short":"P. Anders, T. Lehmann, H. Müller, K.B. Grønvik, N. Skjæret-Maroni, J. Baumeister, B. Vereijken, Frontiers in Behavioral Neuroscience (2018).","mla":"Anders, Phillipp, et al. “Exergames Inherently Contain Cognitive Elements as Indicated by Cortical Processing.” <i>Frontiers in Behavioral Neuroscience</i>, 2018, doi:<a href=\"https://doi.org/10.3389/fnbeh.2018.00102\">10.3389/fnbeh.2018.00102</a>.","bibtex":"@article{Anders_Lehmann_Müller_Grønvik_Skjæret-Maroni_Baumeister_Vereijken_2018, title={Exergames Inherently Contain Cognitive Elements as Indicated by Cortical Processing}, DOI={<a href=\"https://doi.org/10.3389/fnbeh.2018.00102\">10.3389/fnbeh.2018.00102</a>}, journal={Frontiers in Behavioral Neuroscience}, author={Anders, Phillipp and Lehmann, Tim and Müller, Helen and Grønvik, Karoline B. and Skjæret-Maroni, Nina and Baumeister, Jochen and Vereijken, Beatrix}, year={2018} }","ama":"Anders P, Lehmann T, Müller H, et al. Exergames Inherently Contain Cognitive Elements as Indicated by Cortical Processing. <i>Frontiers in Behavioral Neuroscience</i>. 2018. doi:<a href=\"https://doi.org/10.3389/fnbeh.2018.00102\">10.3389/fnbeh.2018.00102</a>","chicago":"Anders, Phillipp, Tim Lehmann, Helen Müller, Karoline B. Grønvik, Nina Skjæret-Maroni, Jochen Baumeister, and Beatrix Vereijken. “Exergames Inherently Contain Cognitive Elements as Indicated by Cortical Processing.” <i>Frontiers in Behavioral Neuroscience</i>, 2018. <a href=\"https://doi.org/10.3389/fnbeh.2018.00102\">https://doi.org/10.3389/fnbeh.2018.00102</a>.","ieee":"P. Anders <i>et al.</i>, “Exergames Inherently Contain Cognitive Elements as Indicated by Cortical Processing,” <i>Frontiers in Behavioral Neuroscience</i>, 2018."},"date_updated":"2022-01-06T06:52:25Z","author":[{"last_name":"Anders","full_name":"Anders, Phillipp","first_name":"Phillipp"},{"last_name":"Lehmann","full_name":"Lehmann, Tim","first_name":"Tim"},{"first_name":"Helen","last_name":"Müller","full_name":"Müller, Helen"},{"first_name":"Karoline B.","full_name":"Grønvik, Karoline B.","last_name":"Grønvik"},{"full_name":"Skjæret-Maroni, Nina","last_name":"Skjæret-Maroni","first_name":"Nina"},{"first_name":"Jochen","orcid":"0000-0003-2683-5826","last_name":"Baumeister","full_name":"Baumeister, Jochen","id":"46"},{"first_name":"Beatrix","full_name":"Vereijken, Beatrix","last_name":"Vereijken"}],"date_created":"2019-12-28T17:22:19Z","title":"Exergames Inherently Contain Cognitive Elements as Indicated by Cortical Processing","doi":"10.3389/fnbeh.2018.00102","publication":"Frontiers in Behavioral Neuroscience","type":"journal_article","status":"public","_id":"15418","department":[{"_id":"17"},{"_id":"172"}],"user_id":"62406","language":[{"iso":"eng"}]},{"citation":{"apa":"Magenheim, J., Müller, K., Schulte, C., Bergner, N., Haselmeier, K., Humbert, L., … Schroeder, U. (2018). Evaluation of Learning Informatics in Primary Education - Views of Teachers and Students. In <i>Informatics in Schools. Fundamentals of Computer Science and Software Engineering - 11th International Conference on Informatics in Schools: Situation, Evolution, and Perspectives, (ISSEP) 2018, St. Petersburg, Russia, October 10-12, 2018, Proceedings</i> (pp. 339–353). <a href=\"https://doi.org/10.1007/978-3-030-02750-6\\_26\">https://doi.org/10.1007/978-3-030-02750-6\\_26</a>","short":"J. Magenheim, K. Müller, C. Schulte, N. Bergner, K. Haselmeier, L. Humbert, D. Müller, U. Schroeder, in: Informatics in Schools. 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