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Comparison of unidirectional Three- and Four-Wire based Boost PFC-Rectifier Topologies for Non-Isolated Three-Phase EV On-Board Chargers under Common-Mode Aspects. <i>Proc. 36th IEEE Applied Power Electronics Conference (APEC)</i>, 569–576."},"date_created":"2022-03-15T19:39:22Z","place":"Phoenix, AZ, USA","type":"conference","department":[{"_id":"52"}],"status":"public","year":"2021","title":"Comparison of unidirectional Three- and Four-Wire based Boost PFC-Rectifier Topologies for Non-Isolated Three-Phase EV On-Board Chargers under Common-Mode Aspects","author":[{"first_name":"Marc","last_name":"Hagemeyer","full_name":"Hagemeyer, Marc"},{"full_name":"Wallmeier, Peter","last_name":"Wallmeier","first_name":"Peter"},{"full_name":"Schafmeister, Frank","first_name":"Frank","last_name":"Schafmeister","id":"71291"},{"full_name":"Böcker, Joachim","orcid":"0000-0002-8480-7295","first_name":"Joachim","last_name":"Böcker","id":"66"}],"conference":{"location":"Phoenix, AZ, USA","name":"36th IEEE Applied Power Electronics Conference (APEC 21, Virtual Event)","start_date":"2021-06-14","end_date":"2021-06-17"},"publication_status":"published","date_updated":"2022-03-15T19:40:00Z","page":"569 - 576","_id":"30340","publisher":"IEEE","language":[{"iso":"eng"}],"user_id":"71291"},{"_id":"30348","language":[{"iso":"eng"}],"user_id":"71291","publication_date":"2021-12-24","author":[{"full_name":"Schafmeister, Frank","last_name":"Schafmeister","first_name":"Frank","id":"71291"}],"title":"Transformerless On-Board Chargers at Three- and Single-Phase Operation: Compensation of LF Common-Mode Noise by the Internal DC/DC-Stage","year":"2021","status":"public","publication_status":"published","date_updated":"2022-03-16T12:31:56Z","date_created":"2022-03-16T12:31:45Z","department":[{"_id":"52"}],"type":"newspaper_article","citation":{"short":"F. Schafmeister, Power System Design (PSD) Web Magazine (2021).","chicago":"Schafmeister, Frank. “Transformerless On-Board Chargers at Three- and Single-Phase Operation: Compensation of LF Common-Mode Noise by the Internal DC/DC-Stage.” <i>Power System Design (PSD) Web Magazine</i>, 2021.","ieee":"F. Schafmeister, “Transformerless On-Board Chargers at Three- and Single-Phase Operation: Compensation of LF Common-Mode Noise by the Internal DC/DC-Stage,” <i>Power System Design (PSD) Web Magazine</i>, 2021.","apa":"Schafmeister, F. (2021). Transformerless On-Board Chargers at Three- and Single-Phase Operation: Compensation of LF Common-Mode Noise by the Internal DC/DC-Stage. <i>Power System Design (PSD) Web Magazine</i>.","bibtex":"@article{Schafmeister_2021, title={Transformerless On-Board Chargers at Three- and Single-Phase Operation: Compensation of LF Common-Mode Noise by the Internal DC/DC-Stage}, journal={Power System Design (PSD) Web Magazine}, author={Schafmeister, Frank}, year={2021} }","ama":"Schafmeister F. Transformerless On-Board Chargers at Three- and Single-Phase Operation: Compensation of LF Common-Mode Noise by the Internal DC/DC-Stage. <i>Power System Design (PSD) Web Magazine</i>. 2021.","mla":"Schafmeister, Frank. “Transformerless On-Board Chargers at Three- and Single-Phase Operation: Compensation of LF Common-Mode Noise by the Internal DC/DC-Stage.” <i>Power System Design (PSD) Web Magazine</i>, 2021."},"publication":"Power System Design (PSD) Web Magazine"},{"citation":{"mla":"Yigitbas, Enes, et al. “Simplifying Robot Programming Using Augmented Reality and End-User Development.” <i>Proceedings of the 18th IFIP TC13 International Conference on Human-Computer Interaction (INTERACT 2021) </i>, Springer, 2021.","apa":"Yigitbas, E., Jovanovikj, I., &#38; Engels, G. (2021). Simplifying Robot Programming using Augmented Reality and End-User Development. <i>Proceedings of the 18th IFIP TC13 International Conference on Human-Computer Interaction (INTERACT 2021) </i>.","ieee":"E. Yigitbas, I. Jovanovikj, and G. Engels, “Simplifying Robot Programming using Augmented Reality and End-User Development,” 2021.","chicago":"Yigitbas, Enes, Ivan Jovanovikj, and Gregor Engels. “Simplifying Robot Programming Using Augmented Reality and End-User Development.” In <i>Proceedings of the 18th IFIP TC13 International Conference on Human-Computer Interaction (INTERACT 2021) </i>. Springer, 2021.","ama":"Yigitbas E, Jovanovikj I, Engels G. Simplifying Robot Programming using Augmented Reality and End-User Development. In: <i>Proceedings of the 18th IFIP TC13 International Conference on Human-Computer Interaction (INTERACT 2021) </i>. Springer; 2021.","short":"E. Yigitbas, I. Jovanovikj, G. Engels, in: Proceedings of the 18th IFIP TC13 International Conference on Human-Computer Interaction (INTERACT 2021) , Springer, 2021.","bibtex":"@inproceedings{Yigitbas_Jovanovikj_Engels_2021, title={Simplifying Robot Programming using Augmented Reality and End-User Development}, booktitle={Proceedings of the 18th IFIP TC13 International Conference on Human-Computer Interaction (INTERACT 2021) }, publisher={Springer}, author={Yigitbas, Enes and Jovanovikj, Ivan and Engels, Gregor}, year={2021} }"},"publication":"Proceedings of the 18th IFIP TC13 International Conference on Human-Computer Interaction (INTERACT 2021) ","department":[{"_id":"66"},{"_id":"534"}],"type":"conference","date_created":"2021-04-06T17:47:42Z","date_updated":"2022-03-21T14:36:43Z","author":[{"last_name":"Yigitbas","first_name":"Enes","orcid":"0000-0002-5967-833X","full_name":"Yigitbas, Enes","id":"8447"},{"first_name":"Ivan","last_name":"Jovanovikj","orcid":"https://orcid.org/0000-0002-1838-794X","full_name":"Jovanovikj, Ivan","id":"39187"},{"id":"107","full_name":"Engels, Gregor","first_name":"Gregor","last_name":"Engels"}],"status":"public","title":"Simplifying Robot Programming using Augmented Reality and End-User Development","year":"2021","user_id":"8447","language":[{"iso":"eng"}],"_id":"21593","publisher":"Springer"},{"language":[{"iso":"eng"}],"_id":"21707","publisher":"ACM","user_id":"8447","title":"Using Augmented Reality for Enhancing Planning and Measurements in the Scaffolding Business","year":"2021","status":"public","author":[{"last_name":"Yigitbas","orcid":"0000-0002-5967-833X","first_name":"Enes","full_name":"Yigitbas, Enes","id":"8447"},{"id":"447","last_name":"Sauer","first_name":"Stefan","full_name":"Sauer, Stefan"},{"full_name":"Engels, Gregor","first_name":"Gregor","last_name":"Engels","id":"107"}],"date_updated":"2022-03-21T14:38:15Z","date_created":"2021-04-21T08:23:18Z","type":"conference","department":[{"_id":"66"},{"_id":"534"}],"publication":"Proceedings of the 13th ACM SIGCHI Symposium on Engineering Interactive Computing Systems (EICS 2021)","citation":{"mla":"Yigitbas, Enes, et al. “Using Augmented Reality for Enhancing Planning and Measurements in the Scaffolding Business.” <i>Proceedings of the 13th ACM SIGCHI Symposium on Engineering Interactive Computing Systems (EICS 2021)</i>, ACM, 2021.","bibtex":"@inproceedings{Yigitbas_Sauer_Engels_2021, title={Using Augmented Reality for Enhancing Planning and Measurements in the Scaffolding Business}, booktitle={Proceedings of the 13th ACM SIGCHI Symposium on Engineering Interactive Computing Systems (EICS 2021)}, publisher={ACM}, author={Yigitbas, Enes and Sauer, Stefan and Engels, Gregor}, year={2021} }","ama":"Yigitbas E, Sauer S, Engels G. Using Augmented Reality for Enhancing Planning and Measurements in the Scaffolding Business. In: <i>Proceedings of the 13th ACM SIGCHI Symposium on Engineering Interactive Computing Systems (EICS 2021)</i>. ACM; 2021.","ieee":"E. Yigitbas, S. Sauer, and G. Engels, “Using Augmented Reality for Enhancing Planning and Measurements in the Scaffolding Business,” 2021.","apa":"Yigitbas, E., Sauer, S., &#38; Engels, G. (2021). Using Augmented Reality for Enhancing Planning and Measurements in the Scaffolding Business. <i>Proceedings of the 13th ACM SIGCHI Symposium on Engineering Interactive Computing Systems (EICS 2021)</i>.","short":"E. Yigitbas, S. Sauer, G. Engels, in: Proceedings of the 13th ACM SIGCHI Symposium on Engineering Interactive Computing Systems (EICS 2021), ACM, 2021.","chicago":"Yigitbas, Enes, Stefan Sauer, and Gregor Engels. “Using Augmented Reality for Enhancing Planning and Measurements in the Scaffolding Business.” In <i>Proceedings of the 13th ACM SIGCHI Symposium on Engineering Interactive Computing Systems (EICS 2021)</i>. ACM, 2021."}},{"department":[{"_id":"66"},{"_id":"534"}],"type":"conference","date_created":"2021-07-12T11:42:08Z","citation":{"mla":"Yigitbas, Enes, et al. “Collaborative Software Modeling in Virtual Reality.” <i>Proceedings of the 24th International Conference on Model Driven Engineering Languages and Systems (MODELS’21) </i>, ACM/IEEE, 2021.","bibtex":"@inproceedings{Yigitbas_Gorissen_Weidmann_Engels_2021, title={Collaborative Software Modeling in Virtual Reality}, booktitle={Proceedings of the 24th International Conference on Model Driven Engineering Languages and Systems (MODELS’21) }, publisher={ACM/IEEE}, author={Yigitbas, Enes and Gorissen, Simon and Weidmann, Nils and Engels, Gregor}, year={2021} }","ama":"Yigitbas E, Gorissen S, Weidmann N, Engels G. Collaborative Software Modeling in Virtual Reality. In: <i>Proceedings of the 24th International Conference on Model Driven Engineering Languages and Systems (MODELS’21) </i>. ACM/IEEE; 2021.","ieee":"E. Yigitbas, S. Gorissen, N. Weidmann, and G. Engels, “Collaborative Software Modeling in Virtual Reality,” 2021.","apa":"Yigitbas, E., Gorissen, S., Weidmann, N., &#38; Engels, G. (2021). Collaborative Software Modeling in Virtual Reality. <i>Proceedings of the 24th International Conference on Model Driven Engineering Languages and Systems (MODELS’21) </i>.","chicago":"Yigitbas, Enes, Simon Gorissen, Nils Weidmann, and Gregor Engels. “Collaborative Software Modeling in Virtual Reality.” In <i>Proceedings of the 24th International Conference on Model Driven Engineering Languages and Systems (MODELS’21) </i>. ACM/IEEE, 2021.","short":"E. Yigitbas, S. Gorissen, N. Weidmann, G. Engels, in: Proceedings of the 24th International Conference on Model Driven Engineering Languages and Systems (MODELS’21) , ACM/IEEE, 2021."},"publication":"Proceedings of the 24th International Conference on Model Driven Engineering Languages and Systems (MODELS'21) ","user_id":"8447","_id":"22706","language":[{"iso":"eng"}],"publisher":"ACM/IEEE","date_updated":"2022-03-21T14:37:47Z","author":[{"last_name":"Yigitbas","orcid":"0000-0002-5967-833X","first_name":"Enes","full_name":"Yigitbas, Enes","id":"8447"},{"full_name":"Gorissen, Simon","first_name":"Simon","last_name":"Gorissen"},{"first_name":"Nils","last_name":"Weidmann","full_name":"Weidmann, Nils","id":"53103"},{"first_name":"Gregor","last_name":"Engels","full_name":"Engels, Gregor","id":"107"}],"title":"Collaborative Software Modeling in Virtual Reality","status":"public","year":"2021"},{"date_updated":"2022-03-25T07:49:35Z","author":[{"id":"60543","orcid":"0000-0002-8674-1859","first_name":"Philipp","last_name":"Schubert","full_name":"Schubert, Philipp"},{"full_name":"Hermann, Ben","last_name":"Hermann","first_name":"Ben","orcid":"0000-0001-9848-2017","id":"66173"},{"id":"59256","full_name":"Bodden, Eric","last_name":"Bodden","orcid":"0000-0003-3470-3647","first_name":"Eric"}],"title":"Lossless, Persisted Summarization of Static Callgraph, Points-To and Data-Flow Analysis","status":"public","year":"2021","user_id":"60543","language":[{"iso":"eng"}],"_id":"21598","main_file_link":[{"open_access":"1","url":"https://drops.dagstuhl.de/opus/volltexte/2021/14045/"}],"project":[{"name":"SFB 901 - Project Area B","_id":"3"},{"name":"SFB 901 - Subproject B4","_id":"12"},{"name":"SFB 901","_id":"1"}],"abstract":[{"lang":"eng","text":"Static analysis is used to automatically detect bugs and security breaches, and aids compileroptimization. Whole-program analysis (WPA) can yield high precision, however causes long analysistimes and thus does not match common software-development workflows, making it often impracticalto use for large, real-world applications.This paper thus presents the design and implementation ofModAlyzer, a novel static-analysisapproach that aims at accelerating whole-program analysis by making the analysis modular andcompositional. It shows how to computelossless, persisted summaries for callgraph, points-to anddata-flow information, and it reports under which circumstances this function-level compositionalanalysis outperforms WPA.We implementedModAlyzeras an extension to LLVM and PhASAR, and applied it to 12 real-world C and C++ applications. At analysis time,ModAlyzermodularly and losslessly summarizesthe analysis effect of the library code those applications share, hence avoiding its repeated re-analysis.The experimental results show that the reuse of these summaries can save, on average, 72% ofanalysis time over WPA. Moreover, because it is lossless, the module-wise analysis fully retainsprecision and recall. Surprisingly, as our results show, it sometimes even yields precision superior toWPA. The initial summary generation, on average, takes about 3.67 times as long as WPA."}],"citation":{"apa":"Schubert, P., Hermann, B., &#38; Bodden, E. (2021). Lossless, Persisted Summarization of Static Callgraph, Points-To and Data-Flow Analysis. <i>European Conference on Object-Oriented Programming (ECOOP)</i>.","mla":"Schubert, Philipp, et al. “Lossless, Persisted Summarization of Static Callgraph, Points-To and Data-Flow Analysis.” <i>European Conference on Object-Oriented Programming (ECOOP)</i>, 2021.","ieee":"P. Schubert, B. Hermann, and E. Bodden, “Lossless, Persisted Summarization of Static Callgraph, Points-To and Data-Flow Analysis,” 2021.","chicago":"Schubert, Philipp, Ben Hermann, and Eric Bodden. “Lossless, Persisted Summarization of Static Callgraph, Points-To and Data-Flow Analysis.” In <i>European Conference on Object-Oriented Programming (ECOOP)</i>, 2021.","short":"P. Schubert, B. Hermann, E. Bodden, in: European Conference on Object-Oriented Programming (ECOOP), 2021.","ama":"Schubert P, Hermann B, Bodden E. Lossless, Persisted Summarization of Static Callgraph, Points-To and Data-Flow Analysis. In: <i>European Conference on Object-Oriented Programming (ECOOP)</i>. ; 2021.","bibtex":"@inproceedings{Schubert_Hermann_Bodden_2021, title={Lossless, Persisted Summarization of Static Callgraph, Points-To and Data-Flow Analysis}, booktitle={European Conference on Object-Oriented Programming (ECOOP)}, author={Schubert, Philipp and Hermann, Ben and Bodden, Eric}, year={2021} }"},"publication":"European Conference on Object-Oriented Programming (ECOOP)","oa":"1","department":[{"_id":"76"}],"type":"conference","date_created":"2021-04-08T11:24:59Z"},{"date_created":"2021-11-11T14:15:18Z","department":[{"_id":"355"}],"type":"conference","keyword":["Graph-structured data","Graph neural networks","Preference learning","Learning to rank"],"publication":"Proceedings of The 24th International Conference on Discovery Science (DS 2021)","abstract":[{"lang":"eng","text":"Graph neural networks (GNNs) have been successfully applied in many structured data domains, with applications ranging from molecular property prediction to the analysis of social networks. Motivated by the broad applicability of GNNs, we propose the family of so-called RankGNNs, a combination of neural Learning to Rank (LtR) methods and GNNs. RankGNNs are trained with a set of pair-wise preferences between graphs, suggesting that one of them is preferred over the other. One practical application of this problem is drug screening, where an expert wants to find the most promising molecules in a large collection of drug candidates. We empirically demonstrate that our proposed pair-wise RankGNN approach either significantly outperforms or at least matches the ranking performance of the naive point-wise baseline approach, in which the LtR problem is solved via GNN-based graph regression."}],"series_title":"Lecture Notes in Computer Science","language":[{"iso":"eng"}],"doi":"10.1007/978-3-030-88942-5","publication_identifier":{"isbn":["9783030889418","9783030889425"],"issn":["0302-9743","1611-3349"]},"author":[{"first_name":"Clemens","orcid":"0000-0002-0455-0048","last_name":"Damke","full_name":"Damke, Clemens","id":"48192"},{"id":"48129","full_name":"Hüllermeier, Eyke","first_name":"Eyke","last_name":"Hüllermeier"}],"year":"2021","title":"Ranking Structured Objects with Graph Neural Networks","intvolume":"     12986","date_updated":"2022-04-11T22:08:12Z","publication_status":"published","external_id":{"arxiv":["2104.08869"]},"citation":{"mla":"Damke, Clemens, and Eyke Hüllermeier. “Ranking Structured Objects with Graph Neural Networks.” <i>Proceedings of The 24th International Conference on Discovery Science (DS 2021)</i>, edited by Carlos Soares and Luis Torgo, vol. 12986, Springer, 2021, pp. 166–80, doi:<a href=\"https://doi.org/10.1007/978-3-030-88942-5\">10.1007/978-3-030-88942-5</a>.","bibtex":"@inproceedings{Damke_Hüllermeier_2021, series={Lecture Notes in Computer Science}, title={Ranking Structured Objects with Graph Neural Networks}, volume={12986}, DOI={<a href=\"https://doi.org/10.1007/978-3-030-88942-5\">10.1007/978-3-030-88942-5</a>}, booktitle={Proceedings of The 24th International Conference on Discovery Science (DS 2021)}, publisher={Springer}, author={Damke, Clemens and Hüllermeier, Eyke}, editor={Soares, Carlos and Torgo, Luis}, year={2021}, pages={166–180}, collection={Lecture Notes in Computer Science} }","ama":"Damke C, Hüllermeier E. Ranking Structured Objects with Graph Neural Networks. In: Soares C, Torgo L, eds. <i>Proceedings of The 24th International Conference on Discovery Science (DS 2021)</i>. Vol 12986. Lecture Notes in Computer Science. Springer; 2021:166-180. doi:<a href=\"https://doi.org/10.1007/978-3-030-88942-5\">10.1007/978-3-030-88942-5</a>","ieee":"C. Damke and E. Hüllermeier, “Ranking Structured Objects with Graph Neural Networks,” in <i>Proceedings of The 24th International Conference on Discovery Science (DS 2021)</i>, Halifax, Canada, 2021, vol. 12986, pp. 166–180, doi: <a href=\"https://doi.org/10.1007/978-3-030-88942-5\">10.1007/978-3-030-88942-5</a>.","apa":"Damke, C., &#38; Hüllermeier, E. (2021). Ranking Structured Objects with Graph Neural Networks. In C. Soares &#38; L. Torgo (Eds.), <i>Proceedings of The 24th International Conference on Discovery Science (DS 2021)</i> (Vol. 12986, pp. 166–180). Springer. <a href=\"https://doi.org/10.1007/978-3-030-88942-5\">https://doi.org/10.1007/978-3-030-88942-5</a>","chicago":"Damke, Clemens, and Eyke Hüllermeier. “Ranking Structured Objects with Graph Neural Networks.” In <i>Proceedings of The 24th International Conference on Discovery Science (DS 2021)</i>, edited by Carlos Soares and Luis Torgo, 12986:166–80. Lecture Notes in Computer Science. Springer, 2021. <a href=\"https://doi.org/10.1007/978-3-030-88942-5\">https://doi.org/10.1007/978-3-030-88942-5</a>.","short":"C. Damke, E. Hüllermeier, in: C. Soares, L. Torgo (Eds.), Proceedings of The 24th International Conference on Discovery Science (DS 2021), Springer, 2021, pp. 166–180."},"quality_controlled":"1","publisher":"Springer","_id":"27381","page":"166-180","editor":[{"full_name":"Soares, Carlos","last_name":"Soares","first_name":"Carlos"},{"full_name":"Torgo, Luis","first_name":"Luis","last_name":"Torgo"}],"volume":12986,"user_id":"48192","conference":{"name":"24th International Conference on Discovery Science","start_date":"2021-10-11","location":"Halifax, Canada","end_date":"2021-10-13"},"status":"public"},{"author":[{"id":"40795","last_name":"Tornede","first_name":"Tanja","full_name":"Tornede, Tanja"},{"full_name":"Tornede, Alexander","last_name":"Tornede","first_name":"Alexander","id":"38209"},{"id":"43980","full_name":"Hanselle, Jonas Manuel","orcid":"0000-0002-1231-4985","last_name":"Hanselle","first_name":"Jonas Manuel"},{"id":"33176","full_name":"Wever, Marcel Dominik","orcid":" https://orcid.org/0000-0001-9782-6818","first_name":"Marcel Dominik","last_name":"Wever"},{"full_name":"Mohr, Felix","first_name":"Felix","last_name":"Mohr"},{"id":"48129","full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier","first_name":"Eyke"}],"title":"Towards Green Automated Machine Learning: Status Quo and Future Directions","status":"public","year":"2021","date_updated":"2022-04-12T12:01:23Z","_id":"30866","language":[{"iso":"eng"}],"user_id":"38209","citation":{"short":"T. Tornede, A. Tornede, J.M. Hanselle, M.D. Wever, F. Mohr, E. Hüllermeier, ArXiv:2111.05850 (2021).","chicago":"Tornede, Tanja, Alexander Tornede, Jonas Manuel Hanselle, Marcel Dominik Wever, Felix Mohr, and Eyke Hüllermeier. “Towards Green Automated Machine Learning: Status Quo and Future Directions.” <i>ArXiv:2111.05850</i>, 2021.","apa":"Tornede, T., Tornede, A., Hanselle, J. M., Wever, M. D., Mohr, F., &#38; Hüllermeier, E. (2021). Towards Green Automated Machine Learning: Status Quo and Future Directions. In <i>arXiv:2111.05850</i>.","ieee":"T. Tornede, A. Tornede, J. M. Hanselle, M. D. Wever, F. Mohr, and E. Hüllermeier, “Towards Green Automated Machine Learning: Status Quo and Future Directions,” <i>arXiv:2111.05850</i>. 2021.","ama":"Tornede T, Tornede A, Hanselle JM, Wever MD, Mohr F, Hüllermeier E. Towards Green Automated Machine Learning: Status Quo and Future Directions. <i>arXiv:211105850</i>. Published online 2021.","bibtex":"@article{Tornede_Tornede_Hanselle_Wever_Mohr_Hüllermeier_2021, title={Towards Green Automated Machine Learning: Status Quo and Future Directions}, journal={arXiv:2111.05850}, author={Tornede, Tanja and Tornede, Alexander and Hanselle, Jonas Manuel and Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2021} }","mla":"Tornede, Tanja, et al. “Towards Green Automated Machine Learning: Status Quo and Future Directions.” <i>ArXiv:2111.05850</i>, 2021."},"publication":"arXiv:2111.05850","project":[{"_id":"1","name":"SFB 901: SFB 901"},{"name":"SFB 901 - B: SFB 901 - Project Area B","_id":"3"},{"_id":"10","name":"SFB 901 - B2: SFB 901 - Subproject B2"}],"abstract":[{"text":"Automated machine learning (AutoML) strives for the automatic configuration\r\nof machine learning algorithms and their composition into an overall (software)\r\nsolution - a machine learning pipeline - tailored to the learning task\r\n(dataset) at hand. Over the last decade, AutoML has developed into an\r\nindependent research field with hundreds of contributions. While AutoML offers\r\nmany prospects, it is also known to be quite resource-intensive, which is one\r\nof its major points of criticism. The primary cause for a high resource\r\nconsumption is that many approaches rely on the (costly) evaluation of many\r\nmachine learning pipelines while searching for good candidates. This problem is\r\namplified in the context of research on AutoML methods, due to large scale\r\nexperiments conducted with many datasets and approaches, each of them being run\r\nwith several repetitions to rule out random effects. In the spirit of recent\r\nwork on Green AI, this paper is written in an attempt to raise the awareness of\r\nAutoML researchers for the problem and to elaborate on possible remedies. To\r\nthis end, we identify four categories of actions the community may take towards\r\nmore sustainable research on AutoML, i.e. Green AutoML: design of AutoML\r\nsystems, benchmarking, transparency and research incentives.","lang":"eng"}],"date_created":"2022-04-12T11:57:15Z","external_id":{"arxiv":["2111.05850"]},"department":[{"_id":"34"},{"_id":"7"},{"_id":"26"}],"type":"preprint"},{"title":"Automated Machine Learning for Multi-Label Classification","year":"2021","author":[{"orcid":" https://orcid.org/0000-0001-9782-6818","first_name":"Marcel Dominik","last_name":"Wever","full_name":"Wever, Marcel Dominik","id":"33176"}],"date_updated":"2022-04-13T09:39:56Z","publication_status":"published","language":[{"iso":"eng"}],"doi":"10.17619/UNIPB/1-1302","file":[{"access_level":"open_access","file_size":8098177,"file_name":"dissertation_publish_upload.pdf","date_updated":"2022-04-13T09:39:56Z","relation":"main_file","content_type":"application/pdf","file_id":"30886","creator":"wever","date_created":"2022-04-13T09:35:25Z"}],"date_created":"2021-11-08T14:05:19Z","type":"dissertation","department":[{"_id":"355"}],"status":"public","has_accepted_license":"1","_id":"27284","ddc":["000"],"user_id":"33176","file_date_updated":"2022-04-13T09:39:56Z","supervisor":[{"id":"48129","full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier","first_name":"Eyke"}],"citation":{"chicago":"Wever, Marcel Dominik. <i>Automated Machine Learning for Multi-Label Classification</i>, 2021. <a href=\"https://doi.org/10.17619/UNIPB/1-1302\">https://doi.org/10.17619/UNIPB/1-1302</a>.","short":"M.D. Wever, Automated Machine Learning for Multi-Label Classification, 2021.","ama":"Wever MD. <i>Automated Machine Learning for Multi-Label Classification</i>.; 2021. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-1302\">10.17619/UNIPB/1-1302</a>","bibtex":"@book{Wever_2021, title={Automated Machine Learning for Multi-Label Classification}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-1302\">10.17619/UNIPB/1-1302</a>}, author={Wever, Marcel Dominik}, year={2021} }","mla":"Wever, Marcel Dominik. <i>Automated Machine Learning for Multi-Label Classification</i>. 2021, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-1302\">10.17619/UNIPB/1-1302</a>.","apa":"Wever, M. D. (2021). <i>Automated Machine Learning for Multi-Label Classification</i>. <a href=\"https://doi.org/10.17619/UNIPB/1-1302\">https://doi.org/10.17619/UNIPB/1-1302</a>","ieee":"M. D. Wever, <i>Automated Machine Learning for Multi-Label Classification</i>. 2021."},"project":[{"name":"SFB 901","_id":"1"},{"_id":"3","name":"SFB 901 - Project Area B"},{"_id":"10","name":"SFB 901 - Subproject B2"}],"oa":"1"},{"status":"public","user_id":"398","volume":18,"publisher":"Springer Science and Business Media LLC","_id":"30906","citation":{"mla":"Boschmann, Alexander, et al. “Immersive Augmented Reality System for the Training of Pattern Classification Control with a Myoelectric Prosthesis.” <i>Journal of NeuroEngineering and Rehabilitation</i>, vol. 18, no. 1, 25, Springer Science and Business Media LLC, 2021, doi:<a href=\"https://doi.org/10.1186/s12984-021-00822-6\">10.1186/s12984-021-00822-6</a>.","bibtex":"@article{Boschmann_Neuhaus_Vogt_Kaltschmidt_Platzner_Dosen_2021, title={Immersive augmented reality system for the training of pattern classification control with a myoelectric prosthesis}, volume={18}, DOI={<a href=\"https://doi.org/10.1186/s12984-021-00822-6\">10.1186/s12984-021-00822-6</a>}, number={125}, journal={Journal of NeuroEngineering and Rehabilitation}, publisher={Springer Science and Business Media LLC}, author={Boschmann, Alexander and Neuhaus, Dorothee and Vogt, Sarah and Kaltschmidt, Christian and Platzner, Marco and Dosen, Strahinja}, year={2021} }","ama":"Boschmann A, Neuhaus D, Vogt S, Kaltschmidt C, Platzner M, Dosen S. Immersive augmented reality system for the training of pattern classification control with a myoelectric prosthesis. <i>Journal of NeuroEngineering and Rehabilitation</i>. 2021;18(1). doi:<a href=\"https://doi.org/10.1186/s12984-021-00822-6\">10.1186/s12984-021-00822-6</a>","ieee":"A. Boschmann, D. Neuhaus, S. Vogt, C. Kaltschmidt, M. Platzner, and S. Dosen, “Immersive augmented reality system for the training of pattern classification control with a myoelectric prosthesis,” <i>Journal of NeuroEngineering and Rehabilitation</i>, vol. 18, no. 1, Art. no. 25, 2021, doi: <a href=\"https://doi.org/10.1186/s12984-021-00822-6\">10.1186/s12984-021-00822-6</a>.","apa":"Boschmann, A., Neuhaus, D., Vogt, S., Kaltschmidt, C., Platzner, M., &#38; Dosen, S. (2021). Immersive augmented reality system for the training of pattern classification control with a myoelectric prosthesis. <i>Journal of NeuroEngineering and Rehabilitation</i>, <i>18</i>(1), Article 25. <a href=\"https://doi.org/10.1186/s12984-021-00822-6\">https://doi.org/10.1186/s12984-021-00822-6</a>","chicago":"Boschmann, Alexander, Dorothee Neuhaus, Sarah Vogt, Christian Kaltschmidt, Marco Platzner, and Strahinja Dosen. “Immersive Augmented Reality System for the Training of Pattern Classification Control with a Myoelectric Prosthesis.” <i>Journal of NeuroEngineering and Rehabilitation</i> 18, no. 1 (2021). <a href=\"https://doi.org/10.1186/s12984-021-00822-6\">https://doi.org/10.1186/s12984-021-00822-6</a>.","short":"A. Boschmann, D. Neuhaus, S. Vogt, C. Kaltschmidt, M. Platzner, S. Dosen, Journal of NeuroEngineering and Rehabilitation 18 (2021)."},"date_updated":"2022-04-18T10:04:16Z","publication_status":"published","intvolume":"        18","title":"Immersive augmented reality system for the training of pattern classification control with a myoelectric prosthesis","year":"2021","publication_identifier":{"issn":["1743-0003"]},"author":[{"full_name":"Boschmann, Alexander","first_name":"Alexander","last_name":"Boschmann"},{"last_name":"Neuhaus","first_name":"Dorothee","full_name":"Neuhaus, Dorothee"},{"last_name":"Vogt","first_name":"Sarah","full_name":"Vogt, Sarah"},{"full_name":"Kaltschmidt, Christian","first_name":"Christian","last_name":"Kaltschmidt"},{"first_name":"Marco","last_name":"Platzner","full_name":"Platzner, Marco","id":"398"},{"first_name":"Strahinja","last_name":"Dosen","full_name":"Dosen, Strahinja"}],"doi":"10.1186/s12984-021-00822-6","article_number":"25","language":[{"iso":"eng"}],"abstract":[{"text":"<jats:title>Abstract</jats:title><jats:sec>\r\n                <jats:title>Background</jats:title>\r\n                <jats:p>Hand amputation can have a truly debilitating impact on the life of the affected person. A multifunctional myoelectric prosthesis controlled using pattern classification can be used to restore some of the lost motor abilities. However, learning to control an advanced prosthesis can be a challenging task, but virtual and augmented reality (AR) provide means to create an engaging and motivating training.</jats:p>\r\n              </jats:sec><jats:sec>\r\n                <jats:title>Methods</jats:title>\r\n                <jats:p>In this study, we present a novel training framework that integrates virtual elements within a real scene (AR) while allowing the view from the first-person perspective. The framework was evaluated in 13 able-bodied subjects and a limb-deficient person divided into intervention (IG) and control (CG) groups. The IG received training by performing simulated clothespin task and both groups conducted a pre- and posttest with a real prosthesis. When training with the AR, the subjects received visual feedback on the generated grasping force. The main outcome measure was the number of pins that were successfully transferred within 20 min (task duration), while the number of dropped and broken pins were also registered. The participants were asked to score the difficulty of the real task (posttest), fun-factor and motivation, as well as the utility of the feedback.</jats:p>\r\n              </jats:sec><jats:sec>\r\n                <jats:title>Results</jats:title>\r\n                <jats:p>The performance (median/interquartile range) consistently increased during the training sessions (4/3 to 22/4). While the results were similar for the two groups in the pretest, the performance improved in the posttest only in IG. In addition, the subjects in IG transferred significantly more pins (28/10.5 versus 14.5/11), and dropped (1/2.5 versus 3.5/2) and broke (5/3.8 versus 14.5/9) significantly fewer pins in the posttest compared to CG. The participants in IG assigned (mean ± std) significantly lower scores to the difficulty compared to CG (5.2 ± 1.9 versus 7.1 ± 0.9), and they highly rated the fun factor (8.7 ± 1.3) and usefulness of feedback (8.5 ± 1.7).</jats:p>\r\n              </jats:sec><jats:sec>\r\n                <jats:title>Conclusion</jats:title>\r\n                <jats:p>The results demonstrated that the proposed AR system allows for the transfer of skills from the simulated to the real task while providing a positive user experience. The present study demonstrates the effectiveness and flexibility of the proposed AR framework. Importantly, the developed system is open source and available for download and further development.</jats:p>\r\n              </jats:sec>","lang":"eng"}],"issue":"1","publication":"Journal of NeuroEngineering and Rehabilitation","keyword":["Health Informatics","Rehabilitation"],"type":"journal_article","department":[{"_id":"78"}],"date_created":"2022-04-18T10:02:20Z"},{"_id":"30907","publisher":"Institute of Electrical and Electronics Engineers (IEEE)","language":[{"iso":"eng"}],"page":"1-1","user_id":"398","doi":"10.1109/tc.2021.3107196","author":[{"first_name":"Alfonso","last_name":"Rodriguez","full_name":"Rodriguez, Alfonso"},{"first_name":"Andres","last_name":"Otero","full_name":"Otero, Andres"},{"first_name":"Marco","last_name":"Platzner","full_name":"Platzner, Marco","id":"398"},{"full_name":"De la Torre, Eduardo","first_name":"Eduardo","last_name":"De la Torre"}],"publication_identifier":{"issn":["0018-9340","1557-9956","2326-3814"]},"status":"public","year":"2021","title":"Exploiting Hardware-Based Data-Parallel and Multithreading Models for Smart Edge Computing in Reconfigurable FPGAs","publication_status":"published","date_updated":"2022-04-18T10:04:21Z","date_created":"2022-04-18T10:03:16Z","department":[{"_id":"78"}],"keyword":["Computational Theory and Mathematics","Hardware and Architecture","Theoretical Computer Science","Software"],"type":"journal_article","citation":{"short":"A. Rodriguez, A. Otero, M. Platzner, E. De la Torre, IEEE Transactions on Computers (2021) 1–1.","chicago":"Rodriguez, Alfonso, Andres Otero, Marco Platzner, and Eduardo De la Torre. “Exploiting Hardware-Based Data-Parallel and Multithreading Models for Smart Edge Computing in Reconfigurable FPGAs.” <i>IEEE Transactions on Computers</i>, 2021, 1–1. <a href=\"https://doi.org/10.1109/tc.2021.3107196\">https://doi.org/10.1109/tc.2021.3107196</a>.","apa":"Rodriguez, A., Otero, A., Platzner, M., &#38; De la Torre, E. (2021). Exploiting Hardware-Based Data-Parallel and Multithreading Models for Smart Edge Computing in Reconfigurable FPGAs. <i>IEEE Transactions on Computers</i>, 1–1. <a href=\"https://doi.org/10.1109/tc.2021.3107196\">https://doi.org/10.1109/tc.2021.3107196</a>","ieee":"A. Rodriguez, A. Otero, M. Platzner, and E. De la Torre, “Exploiting Hardware-Based Data-Parallel and Multithreading Models for Smart Edge Computing in Reconfigurable FPGAs,” <i>IEEE Transactions on Computers</i>, pp. 1–1, 2021, doi: <a href=\"https://doi.org/10.1109/tc.2021.3107196\">10.1109/tc.2021.3107196</a>.","ama":"Rodriguez A, Otero A, Platzner M, De la Torre E. Exploiting Hardware-Based Data-Parallel and Multithreading Models for Smart Edge Computing in Reconfigurable FPGAs. <i>IEEE Transactions on Computers</i>. Published online 2021:1-1. doi:<a href=\"https://doi.org/10.1109/tc.2021.3107196\">10.1109/tc.2021.3107196</a>","bibtex":"@article{Rodriguez_Otero_Platzner_De la Torre_2021, title={Exploiting Hardware-Based Data-Parallel and Multithreading Models for Smart Edge Computing in Reconfigurable FPGAs}, DOI={<a href=\"https://doi.org/10.1109/tc.2021.3107196\">10.1109/tc.2021.3107196</a>}, journal={IEEE Transactions on Computers}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Rodriguez, Alfonso and Otero, Andres and Platzner, Marco and De la Torre, Eduardo}, year={2021}, pages={1–1} }","mla":"Rodriguez, Alfonso, et al. “Exploiting Hardware-Based Data-Parallel and Multithreading Models for Smart Edge Computing in Reconfigurable FPGAs.” <i>IEEE Transactions on Computers</i>, Institute of Electrical and Electronics Engineers (IEEE), 2021, pp. 1–1, doi:<a href=\"https://doi.org/10.1109/tc.2021.3107196\">10.1109/tc.2021.3107196</a>."},"publication":"IEEE Transactions on Computers"},{"citation":{"mla":"Henkenius, Carsten. <i>Entwurf netzfreundlicher Synchrongleichrichter mit integriertem Synchronwandler</i>. 2021, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-1109\">10.17619/UNIPB/1-1109</a>.","ama":"Henkenius C. <i>Entwurf netzfreundlicher Synchrongleichrichter mit integriertem Synchronwandler</i>.; 2021. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-1109\">10.17619/UNIPB/1-1109</a>","bibtex":"@book{Henkenius_2021, title={Entwurf netzfreundlicher Synchrongleichrichter mit integriertem Synchronwandler}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-1109\">10.17619/UNIPB/1-1109</a>}, author={Henkenius, Carsten}, year={2021} }","apa":"Henkenius, C. (2021). <i>Entwurf netzfreundlicher Synchrongleichrichter mit integriertem Synchronwandler</i>. <a href=\"https://doi.org/10.17619/UNIPB/1-1109\">https://doi.org/10.17619/UNIPB/1-1109</a>","ieee":"C. Henkenius, <i>Entwurf netzfreundlicher Synchrongleichrichter mit integriertem Synchronwandler</i>. 2021.","chicago":"Henkenius, Carsten. <i>Entwurf netzfreundlicher Synchrongleichrichter mit integriertem Synchronwandler</i>, 2021. <a href=\"https://doi.org/10.17619/UNIPB/1-1109\">https://doi.org/10.17619/UNIPB/1-1109</a>.","short":"C. Henkenius, Entwurf netzfreundlicher Synchrongleichrichter mit integriertem Synchronwandler, 2021."},"department":[{"_id":"52"}],"type":"dissertation","date_created":"2022-04-07T10:10:13Z","date_updated":"2022-04-26T08:59:22Z","author":[{"last_name":"Henkenius","first_name":"Carsten","full_name":"Henkenius, Carsten"}],"title":"Entwurf netzfreundlicher Synchrongleichrichter mit integriertem Synchronwandler","year":"2021","status":"public","doi":"10.17619/UNIPB/1-1109","user_id":"71353","language":[{"iso":"ger"}],"_id":"30849"},{"author":[{"orcid":"0000-0002-4393-268X","first_name":"Leander","last_name":"Claes","full_name":"Claes, Leander","id":"11829"},{"full_name":"Chatwell, René Spencer","first_name":"René Spencer","last_name":"Chatwell"},{"full_name":"Baumhögger, Elmar","first_name":"Elmar","last_name":"Baumhögger","id":"15164"},{"first_name":"Tim","last_name":"Hetkämper","full_name":"Hetkämper, Tim","id":"38123"},{"id":"32580","first_name":"Henning","last_name":"Zeipert","full_name":"Zeipert, Henning"},{"full_name":"Vrabec, Jadran","first_name":"Jadran","last_name":"Vrabec"},{"first_name":"Bernd","last_name":"Henning","full_name":"Henning, Bernd","id":"213"}],"publication_identifier":{"issn":["0263-2241"]},"status":"public","title":"Measurement procedure for acoustic absorption and bulk viscosity of liquids","year":"2021","publication_status":"published","date_updated":"2022-04-26T09:01:07Z","_id":"22925","language":[{"iso":"eng"}],"article_number":"109919","user_id":"15164","doi":"10.1016/j.measurement.2021.109919","citation":{"bibtex":"@article{Claes_Chatwell_Baumhögger_Hetkämper_Zeipert_Vrabec_Henning_2021, title={Measurement procedure for acoustic absorption and bulk viscosity of liquids}, DOI={<a href=\"https://doi.org/10.1016/j.measurement.2021.109919\">10.1016/j.measurement.2021.109919</a>}, number={109919}, journal={Measurement}, author={Claes, Leander and Chatwell, René Spencer and Baumhögger, Elmar and Hetkämper, Tim and Zeipert, Henning and Vrabec, Jadran and Henning, Bernd}, year={2021} }","short":"L. Claes, R.S. Chatwell, E. Baumhögger, T. Hetkämper, H. Zeipert, J. Vrabec, B. Henning, Measurement (2021).","ama":"Claes L, Chatwell RS, Baumhögger E, et al. Measurement procedure for acoustic absorption and bulk viscosity of liquids. <i>Measurement</i>. Published online 2021. doi:<a href=\"https://doi.org/10.1016/j.measurement.2021.109919\">10.1016/j.measurement.2021.109919</a>","chicago":"Claes, Leander, René Spencer Chatwell, Elmar Baumhögger, Tim Hetkämper, Henning Zeipert, Jadran Vrabec, and Bernd Henning. “Measurement Procedure for Acoustic Absorption and Bulk Viscosity of Liquids.” <i>Measurement</i>, 2021. <a href=\"https://doi.org/10.1016/j.measurement.2021.109919\">https://doi.org/10.1016/j.measurement.2021.109919</a>.","ieee":"L. Claes <i>et al.</i>, “Measurement procedure for acoustic absorption and bulk viscosity of liquids,” <i>Measurement</i>, Art. no. 109919, 2021, doi: <a href=\"https://doi.org/10.1016/j.measurement.2021.109919\">10.1016/j.measurement.2021.109919</a>.","apa":"Claes, L., Chatwell, R. S., Baumhögger, E., Hetkämper, T., Zeipert, H., Vrabec, J., &#38; Henning, B. (2021). Measurement procedure for acoustic absorption and bulk viscosity of liquids. <i>Measurement</i>, Article 109919. <a href=\"https://doi.org/10.1016/j.measurement.2021.109919\">https://doi.org/10.1016/j.measurement.2021.109919</a>","mla":"Claes, Leander, et al. “Measurement Procedure for Acoustic Absorption and Bulk Viscosity of Liquids.” <i>Measurement</i>, 109919, 2021, doi:<a href=\"https://doi.org/10.1016/j.measurement.2021.109919\">10.1016/j.measurement.2021.109919</a>."},"publication":"Measurement","project":[{"name":"Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"}],"date_created":"2021-08-02T13:42:06Z","department":[{"_id":"49"},{"_id":"155"}],"type":"journal_article"}]