[{"status":"public","abstract":[{"text":"Dieses Open-Access-Buch zeigt, dass feindliche Einstellungen gegenüber Muslim*innen oder als Muslim*innen markierten Menschen und gegenüber der Religion des Islams oftmals nur wenig differenziert betrachtet werden. Die mangelnde Trennschärfe zwischen Einstellungen gegenüber Menschen auf der einen und einer Religion auf der anderen Seite manifestiert sich etwa in Definitionen, in denen Islam und Muslim*innen in scheinbar untrennbarer Art und Weise zueinander konstruiert werden oder im Operationalisierungsprozess, wenn auf manifester Ebene Einstellungen gegenüber Muslim*innen erhoben werden, das Konstrukt jedoch als Islamfeindlichkeit bezeichnet wird. Diese Studie untersucht, (1) ob eine synonyme Verwendung der Begriffe gerechtfertigt ist oder ob sich empirisch nachweisen lässt, dass Islam- und Muslim*innenfeindlichkeit nicht identisch sind, (2) inwiefern Unterschiede im Ausmaß feindlicher Einstellungen gegenüber dem Islam und gegenüber Muslim*innen bestehen und (3) wie sich Deutungsrahmen der Befragten mit den Begriffen ’Islam’ und ’Muslim*innen’ voneinander unterscheiden. Die Zerlegung in seine Einzelteile ermöglicht es, das Phänomen in all seinen Dimensionen zu verstehen und wichtige theoretisch-konzeptionelle, methodologische und handlungspraktische Konsequenzen abzuleiten.","lang":"eng"}],"type":"book","language":[{"iso":"eng"}],"extern":"1","keyword":["Islamfeindlichkeit","Muslim*innenfeindlichkeit","Vorurteile","Diskriminierung"],"user_id":"119325","_id":"61910","page":"328","citation":{"apa":"Diekmann, I. (2022). <i> Muslim*innen- und Islamfeindlichkeit. Zur differenzierten Betrachtung von Vorurteilen gegenüber Menschen und Religion</i>. Springer VS . <a href=\"https://doi.org/10.1007/978-3-658-39065-5\">https://doi.org/10.1007/978-3-658-39065-5</a>","mla":"Diekmann, Isabell. <i> Muslim*innen- Und Islamfeindlichkeit. Zur Differenzierten Betrachtung von Vorurteilen Gegenüber Menschen Und Religion</i>. Springer VS , 2022, doi:<a href=\"https://doi.org/10.1007/978-3-658-39065-5\">10.1007/978-3-658-39065-5</a>.","bibtex":"@book{Diekmann_2022, title={ Muslim*innen- und Islamfeindlichkeit. Zur differenzierten Betrachtung von Vorurteilen gegenüber Menschen und Religion}, DOI={<a href=\"https://doi.org/10.1007/978-3-658-39065-5\">10.1007/978-3-658-39065-5</a>}, publisher={Springer VS }, author={Diekmann, Isabell}, year={2022} }","short":"I. Diekmann,  Muslim*innen- Und Islamfeindlichkeit. Zur Differenzierten Betrachtung von Vorurteilen Gegenüber Menschen Und Religion, Springer VS , 2022.","ama":"Diekmann I. <i> Muslim*innen- Und Islamfeindlichkeit. Zur Differenzierten Betrachtung von Vorurteilen Gegenüber Menschen Und Religion</i>. Springer VS ; 2022. doi:<a href=\"https://doi.org/10.1007/978-3-658-39065-5\">10.1007/978-3-658-39065-5</a>","ieee":"I. Diekmann, <i> Muslim*innen- und Islamfeindlichkeit. Zur differenzierten Betrachtung von Vorurteilen gegenüber Menschen und Religion</i>. Springer VS , 2022.","chicago":"Diekmann, Isabell. <i> Muslim*innen- Und Islamfeindlichkeit. Zur Differenzierten Betrachtung von Vorurteilen Gegenüber Menschen Und Religion</i>. Springer VS , 2022. <a href=\"https://doi.org/10.1007/978-3-658-39065-5\">https://doi.org/10.1007/978-3-658-39065-5</a>."},"year":"2022","publication_identifier":{"isbn":["978-3-658-39064-8"]},"doi":"10.1007/978-3-658-39065-5","title":" Muslim*innen- und Islamfeindlichkeit. Zur differenzierten Betrachtung von Vorurteilen gegenüber Menschen und Religion","date_created":"2025-10-21T11:21:43Z","author":[{"first_name":"Isabell","id":"119325","full_name":"Diekmann, Isabell","last_name":"Diekmann"}],"date_updated":"2025-10-21T11:31:28Z","publisher":"Springer VS "},{"citation":{"ama":"Diekmann I, Kiefer M. Neue Wege der Professionalisierung – Der neue Masterstudiengang Soziale Arbeit in der Migrationsgesellschaft mit dem Schwerpunkt muslimische Wohlfahrtspflege. <i>Perspektiven Soziale Arbeit in der Migrationsgesellschaft und muslimische Wohlfahrtspflege</i>. 2022;2022(1):12–33. doi:<a href=\"https://doi.org/10.48439/perspektiven.1-2022.167.v0 \">10.48439/perspektiven.1-2022.167.v0 </a>","chicago":"Diekmann, Isabell, and Michael Kiefer. “Neue Wege Der Professionalisierung – Der Neue Masterstudiengang Soziale Arbeit in Der Migrationsgesellschaft Mit Dem Schwerpunkt Muslimische Wohlfahrtspflege.” <i>Perspektiven. Soziale Arbeit in Der Migrationsgesellschaft Und Muslimische Wohlfahrtspflege</i> 2022, no. 1 (2022): 12–33. <a href=\"https://doi.org/10.48439/perspektiven.1-2022.167.v0 \">https://doi.org/10.48439/perspektiven.1-2022.167.v0 </a>.","ieee":"I. Diekmann and M. Kiefer, “Neue Wege der Professionalisierung – Der neue Masterstudiengang Soziale Arbeit in der Migrationsgesellschaft mit dem Schwerpunkt muslimische Wohlfahrtspflege,” <i>Perspektiven. Soziale Arbeit in der Migrationsgesellschaft und muslimische Wohlfahrtspflege</i>, vol. 2022, no. 1, pp. 12–33, 2022, doi: <a href=\"https://doi.org/10.48439/perspektiven.1-2022.167.v0 \">10.48439/perspektiven.1-2022.167.v0 </a>.","mla":"Diekmann, Isabell, and Michael Kiefer. “Neue Wege Der Professionalisierung – Der Neue Masterstudiengang Soziale Arbeit in Der Migrationsgesellschaft Mit Dem Schwerpunkt Muslimische Wohlfahrtspflege.” <i>Perspektiven. Soziale Arbeit in Der Migrationsgesellschaft Und Muslimische Wohlfahrtspflege</i>, vol. 2022, no. 1, Institut für Islamische Theologie (IIT), Universität Osnabrück, 2022, pp. 12–33, doi:<a href=\"https://doi.org/10.48439/perspektiven.1-2022.167.v0 \">10.48439/perspektiven.1-2022.167.v0 </a>.","short":"I. Diekmann, M. Kiefer, Perspektiven. Soziale Arbeit in Der Migrationsgesellschaft Und Muslimische Wohlfahrtspflege 2022 (2022) 12–33.","bibtex":"@article{Diekmann_Kiefer_2022, title={Neue Wege der Professionalisierung – Der neue Masterstudiengang Soziale Arbeit in der Migrationsgesellschaft mit dem Schwerpunkt muslimische Wohlfahrtspflege}, volume={2022}, DOI={<a href=\"https://doi.org/10.48439/perspektiven.1-2022.167.v0 \">10.48439/perspektiven.1-2022.167.v0 </a>}, number={1}, journal={Perspektiven. Soziale Arbeit in der Migrationsgesellschaft und muslimische Wohlfahrtspflege}, publisher={Institut für Islamische Theologie (IIT), Universität Osnabrück}, author={Diekmann, Isabell and Kiefer, Michael}, year={2022}, pages={12–33} }","apa":"Diekmann, I., &#38; Kiefer, M. (2022). Neue Wege der Professionalisierung – Der neue Masterstudiengang Soziale Arbeit in der Migrationsgesellschaft mit dem Schwerpunkt muslimische Wohlfahrtspflege. <i>Perspektiven. Soziale Arbeit in Der Migrationsgesellschaft Und Muslimische Wohlfahrtspflege</i>, <i>2022</i>(1), 12–33. <a href=\"https://doi.org/10.48439/perspektiven.1-2022.167.v0 \">https://doi.org/10.48439/perspektiven.1-2022.167.v0 </a>"},"intvolume":"      2022","page":"12–33","year":"2022","issue":"1","publication_identifier":{"issn":["2626-3653"]},"doi":"10.48439/perspektiven.1-2022.167.v0 ","title":"Neue Wege der Professionalisierung – Der neue Masterstudiengang Soziale Arbeit in der Migrationsgesellschaft mit dem Schwerpunkt muslimische Wohlfahrtspflege","author":[{"first_name":"Isabell","last_name":"Diekmann","full_name":"Diekmann, Isabell","id":"119325"},{"last_name":"Kiefer","full_name":"Kiefer, Michael","first_name":"Michael"}],"date_created":"2025-10-21T11:21:43Z","volume":2022,"publisher":"Institut für Islamische Theologie (IIT), Universität Osnabrück","date_updated":"2025-10-21T11:31:01Z","status":"public","type":"journal_article","publication":"Perspektiven. Soziale Arbeit in der Migrationsgesellschaft und muslimische Wohlfahrtspflege","language":[{"iso":"eng"}],"extern":"1","user_id":"119325","_id":"61911"},{"citation":{"bibtex":"@inbook{Schmitt_2022, place={New York}, title={Banking the Future of Banking: Savings banks and the Digital Age in East and West Germany}, booktitle={Prophets of Computing: Visions of Society Transformed by Computing}, publisher={ACM}, author={Schmitt, Martin}, editor={van Lente, Dick}, year={2022}, pages={87–115} }","short":"M. Schmitt, in: D. van Lente (Ed.), Prophets of Computing: Visions of Society Transformed by Computing, ACM, New York, 2022, pp. 87–115.","mla":"Schmitt, Martin. “Banking the Future of Banking: Savings Banks and the Digital Age in East and West Germany.” <i>Prophets of Computing: Visions of Society Transformed by Computing</i>, edited by Dick van Lente, ACM, 2022, pp. 87–115.","apa":"Schmitt, M. (2022). Banking the Future of Banking: Savings banks and the Digital Age in East and West Germany. In D. van Lente (Ed.), <i>Prophets of Computing: Visions of Society Transformed by Computing</i> (pp. 87–115). ACM.","chicago":"Schmitt, Martin. “Banking the Future of Banking: Savings Banks and the Digital Age in East and West Germany.” In <i>Prophets of Computing: Visions of Society Transformed by Computing</i>, edited by Dick van Lente, 87–115. New York: ACM, 2022.","ieee":"M. Schmitt, “Banking the Future of Banking: Savings banks and the Digital Age in East and West Germany,” in <i>Prophets of Computing: Visions of Society Transformed by Computing</i>, D. van Lente, Ed. New York: ACM, 2022, pp. 87–115.","ama":"Schmitt M. Banking the Future of Banking: Savings banks and the Digital Age in East and West Germany. In: van Lente D, ed. <i>Prophets of Computing: Visions of Society Transformed by Computing</i>. ACM; 2022:87–115."},"page":"87–115","year":"2022","place":"New York","author":[{"first_name":"Martin","id":"100968","full_name":"Schmitt, Martin","last_name":"Schmitt"}],"date_created":"2024-02-24T23:27:32Z","date_updated":"2025-10-21T16:42:44Z","publisher":"ACM","title":"Banking the Future of Banking: Savings banks and the Digital Age in East and West Germany","type":"book_chapter","publication":"Prophets of Computing: Visions of Society Transformed by Computing","status":"public","editor":[{"first_name":"Dick","full_name":"van Lente, Dick","last_name":"van Lente"}],"user_id":"100968","department":[{"_id":"514"},{"_id":"615"}],"_id":"51809","language":[{"iso":"eng"}],"keyword":["Sparkassen","Computer","1960er","Kreditwirtschaft","Digitalisierung","Deutschland {\\textless}DDR{\\textgreater}","Deutschland {\\textless}Bundesrepublik{\\textgreater}"]},{"title":"Towards an Edwardian Renaissance? The Super-Rich and the Shifting Social Geography of the British Countryside Today","volume":29,"author":[{"first_name":"Felix","id":"50527","full_name":"Behler, Felix","last_name":"Behler"}],"date_created":"2023-10-23T09:51:59Z","publisher":"Universitätsverlag Winter Heidelberg","date_updated":"2025-10-29T18:55:04Z","page":"243-260","intvolume":"        29","citation":{"apa":"Behler, F. (2022). Towards an Edwardian Renaissance? The Super-Rich and the Shifting Social Geography of the British Countryside Today. <i>Journal for the Study of British Cultures (JSBC)</i>, <i>29</i>(2), 243–260.","mla":"Behler, Felix. “Towards an Edwardian Renaissance? The Super-Rich and the Shifting Social Geography of the British Countryside Today.” <i>Journal for the Study of British Cultures (JSBC)</i>, vol. 29, no. 2, Universitätsverlag Winter Heidelberg, 2022, pp. 243–60.","short":"F. Behler, Journal for the Study of British Cultures (JSBC) 29 (2022) 243–260.","bibtex":"@article{Behler_2022, title={Towards an Edwardian Renaissance? The Super-Rich and the Shifting Social Geography of the British Countryside Today}, volume={29}, number={2}, journal={Journal for the Study of British Cultures (JSBC)}, publisher={Universitätsverlag Winter Heidelberg}, author={Behler, Felix}, year={2022}, pages={243–260} }","chicago":"Behler, Felix. “Towards an Edwardian Renaissance? The Super-Rich and the Shifting Social Geography of the British Countryside Today.” <i>Journal for the Study of British Cultures (JSBC)</i> 29, no. 2 (2022): 243–60.","ieee":"F. Behler, “Towards an Edwardian Renaissance? The Super-Rich and the Shifting Social Geography of the British Countryside Today,” <i>Journal for the Study of British Cultures (JSBC)</i>, vol. 29, no. 2, pp. 243–260, 2022.","ama":"Behler F. Towards an Edwardian Renaissance? The Super-Rich and the Shifting Social Geography of the British Countryside Today. <i>Journal for the Study of British Cultures (JSBC)</i>. 2022;29(2):243-260."},"year":"2022","issue":"2","publication_identifier":{"eissn":["2751-9732"],"issn":["0944-9094"]},"publication_status":"published","language":[{"iso":"eng"}],"user_id":"50527","_id":"48386","status":"public","publication":"Journal for the Study of British Cultures (JSBC)","type":"journal_article"},{"article_number":"4444","project":[{"name":"SPP 2111; TP: Ultrabreitbandiger Photonisch-Elektronischer Analog-Digital-Wandler (PACE) - Phase 2","_id":"303"}],"_id":"34230","user_id":"44271","department":[{"_id":"58"},{"_id":"230"}],"status":"public","type":"journal_article","doi":"10.1364/oe.441406","date_updated":"2025-10-30T09:12:01Z","author":[{"full_name":"Zazzi, Andrea","last_name":"Zazzi","first_name":"Andrea"},{"last_name":"Müller","full_name":"Müller, Juliana","first_name":"Juliana"},{"last_name":"Ghannam","full_name":"Ghannam, Ibrahim","first_name":"Ibrahim"},{"last_name":"Battermann","full_name":"Battermann, Moritz","first_name":"Moritz"},{"last_name":"Rajeswari","full_name":"Rajeswari, Gayatri Vasudevan","first_name":"Gayatri Vasudevan"},{"first_name":"Maxim","full_name":"Weizel, Maxim","id":"44271","orcid":"https://orcid.org/0000-0003-2699-9839","last_name":"Weizel"},{"full_name":"Scheytt, J. Christoph","id":"37144","orcid":"https://orcid.org/0000-0002-5950-6618","last_name":"Scheytt","first_name":"J. Christoph"},{"first_name":"Jeremy","full_name":"Witzens, Jeremy","last_name":"Witzens"}],"volume":30,"citation":{"ieee":"A. Zazzi <i>et al.</i>, “Wideband SiN pulse interleaver for optically-enabled analog-to-digital conversion: a device-to-system analysis with cyclic equalization,” <i>Optics Express</i>, vol. 30, no. 3, Art. no. 4444, 2022, doi: <a href=\"https://doi.org/10.1364/oe.441406\">10.1364/oe.441406</a>.","chicago":"Zazzi, Andrea, Juliana Müller, Ibrahim Ghannam, Moritz Battermann, Gayatri Vasudevan Rajeswari, Maxim Weizel, J. Christoph Scheytt, and Jeremy Witzens. “Wideband SiN Pulse Interleaver for Optically-Enabled Analog-to-Digital Conversion: A Device-to-System Analysis with Cyclic Equalization.” <i>Optics Express</i> 30, no. 3 (2022). <a href=\"https://doi.org/10.1364/oe.441406\">https://doi.org/10.1364/oe.441406</a>.","ama":"Zazzi A, Müller J, Ghannam I, et al. Wideband SiN pulse interleaver for optically-enabled analog-to-digital conversion: a device-to-system analysis with cyclic equalization. <i>Optics Express</i>. 2022;30(3). doi:<a href=\"https://doi.org/10.1364/oe.441406\">10.1364/oe.441406</a>","apa":"Zazzi, A., Müller, J., Ghannam, I., Battermann, M., Rajeswari, G. V., Weizel, M., Scheytt, J. C., &#38; Witzens, J. (2022). Wideband SiN pulse interleaver for optically-enabled analog-to-digital conversion: a device-to-system analysis with cyclic equalization. <i>Optics Express</i>, <i>30</i>(3), Article 4444. <a href=\"https://doi.org/10.1364/oe.441406\">https://doi.org/10.1364/oe.441406</a>","bibtex":"@article{Zazzi_Müller_Ghannam_Battermann_Rajeswari_Weizel_Scheytt_Witzens_2022, title={Wideband SiN pulse interleaver for optically-enabled analog-to-digital conversion: a device-to-system analysis with cyclic equalization}, volume={30}, DOI={<a href=\"https://doi.org/10.1364/oe.441406\">10.1364/oe.441406</a>}, number={34444}, journal={Optics Express}, publisher={Optica Publishing Group}, author={Zazzi, Andrea and Müller, Juliana and Ghannam, Ibrahim and Battermann, Moritz and Rajeswari, Gayatri Vasudevan and Weizel, Maxim and Scheytt, J. Christoph and Witzens, Jeremy}, year={2022} }","mla":"Zazzi, Andrea, et al. “Wideband SiN Pulse Interleaver for Optically-Enabled Analog-to-Digital Conversion: A Device-to-System Analysis with Cyclic Equalization.” <i>Optics Express</i>, vol. 30, no. 3, 4444, Optica Publishing Group, 2022, doi:<a href=\"https://doi.org/10.1364/oe.441406\">10.1364/oe.441406</a>.","short":"A. Zazzi, J. Müller, I. Ghannam, M. Battermann, G.V. Rajeswari, M. Weizel, J.C. Scheytt, J. Witzens, Optics Express 30 (2022)."},"intvolume":"        30","publication_status":"published","publication_identifier":{"issn":["1094-4087"]},"language":[{"iso":"eng"}],"abstract":[{"text":"We present the design and experimental characterization of a silicon nitride pulse interleaver based on coupled resonator optical waveguide filters. In order to achieve a targeted free spectral range of 1.44 THz, which is large given the reduced optical confinement of the silicon nitride platform, individual ring resonators are designed with tapered waveguides. Its application to time-interleaved photonically-assisted ADCs is analyzed by combining experimental characterization of the photonic integrated circuit with a comprehensive model of the entire ADC. The impact of fundamental signal distortion and noise sources affecting the converter is investigated and suitable equalization techniques at the digital signal processing level are evaluated. The novel application of a simple but powerful equalization filter in the DSP domain allows for a significant improvement of the digitized signal SNR. An ENOB of 5 over a 75 GHz bandwidth (150 GS/s) and an ENOB of 4.3 over a 100 GHz bandwidth (200 GS/s) are expected to be achievable with compact and off-the-shelf single-section semiconductor mode locked lasers, that can be further improved with lower noise light sources.","lang":"eng"}],"publication":"Optics Express","title":"Wideband SiN pulse interleaver for optically-enabled analog-to-digital conversion: a device-to-system analysis with cyclic equalization","publisher":"Optica Publishing Group","date_created":"2022-12-06T10:15:54Z","year":"2022","issue":"3"},{"project":[{"name":"FOR 2863: Metrologie für die THz Kommunikation (Meteracom)","_id":"298"},{"_id":"314","name":"FOR 2863:  Metrologie für die THz Kommunikation, TP B2: Rückführbare Terahertz Transceiver"}],"_id":"34239","user_id":"44271","department":[{"_id":"58"},{"_id":"230"}],"type":"journal_article","status":"public","date_updated":"2025-10-30T09:21:12Z","author":[{"first_name":"Meysam","last_name":"Bahmanian","id":"69233","full_name":"Bahmanian, Meysam"},{"first_name":"J. Christoph","last_name":"Scheytt","orcid":"https://orcid.org/0000-0002-5950-6618","full_name":"Scheytt, J. Christoph","id":"37144"}],"volume":70,"doi":"10.1109/tmtt.2022.3197621","publication_status":"published","publication_identifier":{"issn":["0018-9480","1557-9670"]},"citation":{"ama":"Bahmanian M, Scheytt JC. Noise Processes and Nonlinear Mechanisms in Optoelectronic Phase-Locked Loop Using a Balanced Optical Microwave Phase Detector. <i>IEEE Transactions on Microwave Theory and Techniques</i>. 2022;70(10):4422-4435. doi:<a href=\"https://doi.org/10.1109/tmtt.2022.3197621\">10.1109/tmtt.2022.3197621</a>","chicago":"Bahmanian, Meysam, and J. Christoph Scheytt. “Noise Processes and Nonlinear Mechanisms in Optoelectronic Phase-Locked Loop Using a Balanced Optical Microwave Phase Detector.” <i>IEEE Transactions on Microwave Theory and Techniques</i> 70, no. 10 (2022): 4422–35. <a href=\"https://doi.org/10.1109/tmtt.2022.3197621\">https://doi.org/10.1109/tmtt.2022.3197621</a>.","ieee":"M. Bahmanian and J. C. Scheytt, “Noise Processes and Nonlinear Mechanisms in Optoelectronic Phase-Locked Loop Using a Balanced Optical Microwave Phase Detector,” <i>IEEE Transactions on Microwave Theory and Techniques</i>, vol. 70, no. 10, pp. 4422–4435, 2022, doi: <a href=\"https://doi.org/10.1109/tmtt.2022.3197621\">10.1109/tmtt.2022.3197621</a>.","bibtex":"@article{Bahmanian_Scheytt_2022, title={Noise Processes and Nonlinear Mechanisms in Optoelectronic Phase-Locked Loop Using a Balanced Optical Microwave Phase Detector}, volume={70}, DOI={<a href=\"https://doi.org/10.1109/tmtt.2022.3197621\">10.1109/tmtt.2022.3197621</a>}, number={10}, journal={IEEE Transactions on Microwave Theory and Techniques}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Bahmanian, Meysam and Scheytt, J. Christoph}, year={2022}, pages={4422–4435} }","mla":"Bahmanian, Meysam, and J. Christoph Scheytt. “Noise Processes and Nonlinear Mechanisms in Optoelectronic Phase-Locked Loop Using a Balanced Optical Microwave Phase Detector.” <i>IEEE Transactions on Microwave Theory and Techniques</i>, vol. 70, no. 10, Institute of Electrical and Electronics Engineers (IEEE), 2022, pp. 4422–35, doi:<a href=\"https://doi.org/10.1109/tmtt.2022.3197621\">10.1109/tmtt.2022.3197621</a>.","short":"M. Bahmanian, J.C. Scheytt, IEEE Transactions on Microwave Theory and Techniques 70 (2022) 4422–4435.","apa":"Bahmanian, M., &#38; Scheytt, J. C. (2022). Noise Processes and Nonlinear Mechanisms in Optoelectronic Phase-Locked Loop Using a Balanced Optical Microwave Phase Detector. <i>IEEE Transactions on Microwave Theory and Techniques</i>, <i>70</i>(10), 4422–4435. <a href=\"https://doi.org/10.1109/tmtt.2022.3197621\">https://doi.org/10.1109/tmtt.2022.3197621</a>"},"intvolume":"        70","page":"4422-4435","language":[{"iso":"eng"}],"publication":"IEEE Transactions on Microwave Theory and Techniques","publisher":"Institute of Electrical and Electronics Engineers (IEEE)","date_created":"2022-12-06T11:05:28Z","title":"Noise Processes and Nonlinear Mechanisms in Optoelectronic Phase-Locked Loop Using a Balanced Optical Microwave Phase Detector","issue":"10","year":"2022"},{"publication":"Proceedings of the NeurIPS 2022 Competitions Track","type":"conference","status":"public","abstract":[{"lang":"eng","text":"The vision of Automated Machine Learning (AutoML) is to produce high performing ML pipelines that require very little human involvement or domain expertise to use. Competitions and benchmarks have been critical tools for accelerating progress in AutoML. However, much of the prior work on AutoML competitions has focused on well-studied domains in machine learning such as vision and language—these are domains which have benefited from several years of ML pipeline design by domain experts, which brings the usage of AutoML into question in the first place. Recently, AutoML for diverse tasks has emerged as an important research area that aims to bring AutoML to the domains where it can have the most impact: the long tail of ML tasks <em>beyond vision and language</em>. We present a retrospective report of the AutoML Decathlon—an AutoML for diverse tasks competition hosted at NeurIPS 2022. The AutoML Decathlon presented participants with a set of 10 machine learning tasks that are diverse along several axes: domain, input dimension, output dimension, output type, objective function, and scale. Participants were tasked with developing AutoML methods that performed well on a <em>separate</em> set of 10 hidden diverse test tasks within a certain time budget, so as to discourage overfitting to the initial set of tasks and to encourage efficiency. In this report, we outline the details of the competition, discuss the top-5 submissions, analyze the results, and compare top submissions to additional state-of-the-art baselines designed specifically for diverse tasks. We conclude that the combination of existing efficient AutoML techniques with modern advancements in ML such as large-scale transfer learning, modern architectures, and differentiable Neural Architecture Search (NAS) is a promising direction for AutoML for diverse tasks."}],"editor":[{"first_name":"Marco","full_name":"Ciccone, Marco","last_name":"Ciccone"},{"full_name":"Stolovitzky, Gustavo","last_name":"Stolovitzky","first_name":"Gustavo"},{"first_name":"Jacob","full_name":"Albrecht, Jacob","last_name":"Albrecht"}],"series_title":"Proceedings of Machine Learning Research","user_id":"124732","_id":"62072","language":[{"iso":"eng"}],"extern":"1","intvolume":"       220","page":"151–170","citation":{"ieee":"N. Roberts <i>et al.</i>, “AutoML Decathlon: Diverse Tasks, Modern Methods, and Efficiency at Scale,” in <i>Proceedings of the NeurIPS 2022 Competitions Track</i>, 2022, vol. 220, pp. 151–170.","chicago":"Roberts, Nicholas, Samuel Guo, Cong Xu, Ameet Talwalkar, David Lander, Lvfang Tao, Linhang Cai, et al. “AutoML Decathlon: Diverse Tasks, Modern Methods, and Efficiency at Scale.” In <i>Proceedings of the NeurIPS 2022 Competitions Track</i>, edited by Marco Ciccone, Gustavo Stolovitzky, and Jacob Albrecht, 220:151–170. Proceedings of Machine Learning Research. PMLR, 2022.","ama":"Roberts N, Guo S, Xu C, et al. AutoML Decathlon: Diverse Tasks, Modern Methods, and Efficiency at Scale. In: Ciccone M, Stolovitzky G, Albrecht J, eds. <i>Proceedings of the NeurIPS 2022 Competitions Track</i>. Vol 220. Proceedings of Machine Learning Research. PMLR; 2022:151–170.","apa":"Roberts, N., Guo, S., Xu, C., Talwalkar, A., Lander, D., Tao, L., Cai, L., Niu, S., Heng, J., Qin, H., Deng, M., Hog, J., Pfefferle, A., Ammanaghatta Shivakumar, S., Krishnakumar, A., Wang, Y., Sukthanker, R., Hutter, F., Hasanaj, E., … Sparks, E. (2022). AutoML Decathlon: Diverse Tasks, Modern Methods, and Efficiency at Scale. In M. Ciccone, G. Stolovitzky, &#38; J. Albrecht (Eds.), <i>Proceedings of the NeurIPS 2022 Competitions Track</i> (Vol. 220, pp. 151–170). PMLR.","mla":"Roberts, Nicholas, et al. “AutoML Decathlon: Diverse Tasks, Modern Methods, and Efficiency at Scale.” <i>Proceedings of the NeurIPS 2022 Competitions Track</i>, edited by Marco Ciccone et al., vol. 220, PMLR, 2022, pp. 151–170.","short":"N. Roberts, S. Guo, C. Xu, A. Talwalkar, D. Lander, L. Tao, L. Cai, S. Niu, J. Heng, H. Qin, M. Deng, J. Hog, A. Pfefferle, S. Ammanaghatta Shivakumar, A. Krishnakumar, Y. Wang, R. Sukthanker, F. Hutter, E. Hasanaj, T.-D. Le, M. Khodak, Y. Nevmyvaka, K. Rasul, F. Sala, A. Schneider, J. Shen, E. Sparks, in: M. Ciccone, G. Stolovitzky, J. 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M., Hüttel, W., Kath‐Schorr, S., Körber, K., Kordes, M., Lindel, T., Mück‐Lichtenfeld, C., Niemeyer, J., Pfau, R., Pfrengle, F., … Winter, C. (2022). Trendbericht Organische Chemie 2022. <i>Nachrichten Aus Der Chemie</i>, <i>70</i>(3), 42–69. <a href=\"https://doi.org/10.1002/nadc.20224122453\">https://doi.org/10.1002/nadc.20224122453</a>","mla":"Andexer, Jennifer N., et al. “Trendbericht Organische Chemie 2022.” <i>Nachrichten Aus Der Chemie</i>, vol. 70, no. 3, Wiley, 2022, pp. 42–69, doi:<a href=\"https://doi.org/10.1002/nadc.20224122453\">10.1002/nadc.20224122453</a>.","bibtex":"@article{Andexer_Beifuss_Brasholz_Breinbauer_Breugst_Dumele_Ernst_Ganardi_Giese_Gulder_et al._2022, title={Trendbericht Organische Chemie 2022}, volume={70}, DOI={<a href=\"https://doi.org/10.1002/nadc.20224122453\">10.1002/nadc.20224122453</a>}, number={3}, journal={Nachrichten aus der Chemie}, publisher={Wiley}, author={Andexer, Jennifer N. and Beifuss, Uwe and Brasholz, Malte and Breinbauer, Rolf and Breugst, Martin and Dumele, Oliver and Ernst, Martin and Ganardi, Ruth and Giese, Michael and Gulder, Tobias A. 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Synthesis of Cyclic Carbonates Catalyzed by CaI<sub>2</sub>–Et<sub>3</sub>N and Studies on Their Biocatalytic Kinetic Resolution. <i>ACS Sustainable Chemistry and Engineering</i>, <i>10</i>(40), 13335–13342. <a href=\"https://doi.org/10.1021/acssuschemeng.2c03210\">https://doi.org/10.1021/acssuschemeng.2c03210</a>","mla":"Terazzi, Constanza, et al. “Synthesis of Cyclic Carbonates Catalyzed by CaI<sub>2</sub>–Et<sub>3</sub>N and Studies on Their Biocatalytic Kinetic Resolution.” <i>ACS Sustainable Chemistry and Engineering</i>, vol. 10, no. 40, American Chemical Society (ACS), 2022, pp. 13335–42, doi:<a href=\"https://doi.org/10.1021/acssuschemeng.2c03210\">10.1021/acssuschemeng.2c03210</a>.","bibtex":"@article{Terazzi_Laatz_von Langermann_Werner_2022, title={Synthesis of Cyclic Carbonates Catalyzed by CaI<sub>2</sub>–Et<sub>3</sub>N and Studies on Their Biocatalytic Kinetic Resolution}, volume={10}, DOI={<a href=\"https://doi.org/10.1021/acssuschemeng.2c03210\">10.1021/acssuschemeng.2c03210</a>}, number={40}, journal={ACS Sustainable Chemistry and Engineering}, publisher={American Chemical Society (ACS)}, author={Terazzi, Constanza and Laatz, Karoline and von Langermann, Jan and Werner, Thomas}, year={2022}, pages={13335–13342} }","short":"C. 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