[{"editor":[{"last_name":"van Vorst","first_name":"Helena","full_name":"van Vorst, Helena"}],"user_id":"24755","_id":"45758","language":[{"iso":"ger"}],"main_file_link":[{"open_access":"1","url":"https://gdcp-ev.de/wp-content/uploads/securepdfs/2023/05/PSY13_Bauer.pdf"}],"date_updated":"2023-06-23T08:20:37Z","publication_status":"published","conference":{"name":"Jahrestagung GDCP","location":"Aachen 2022"},"corporate_editor":["Gesellschaft für Didaktik der Chemie und Physik"],"author":[{"id":"24755","full_name":"Bauer, Anna Brigitte","last_name":"Bauer","orcid":"0000-0002-1742-3099","first_name":"Anna Brigitte"},{"first_name":"Peter","last_name":"Reinhold","full_name":"Reinhold, Peter"}],"year":"2023","title":"PSФ: Entwicklung einer abgestimmten Studieneingangsphase (Physik) ","status":"public","oa":"1","department":[{"_id":"299"},{"_id":"651"}],"type":"conference","place":"Essen","date_created":"2023-06-23T07:02:26Z","citation":{"chicago":"Bauer, Anna Brigitte, and Peter Reinhold. “PSФ: Entwicklung einer abgestimmten Studieneingangsphase (Physik) .” In <i>Lernen, Lehren und Forschen in einer digital geprägten Welt</i>, edited by Helena van Vorst and Gesellschaft für Didaktik der Chemie und Physik. Essen, 2023.","short":"A.B. Bauer, P. Reinhold, in: H. van Vorst, Gesellschaft für Didaktik der Chemie und Physik (Eds.), Lernen, Lehren und Forschen in einer digital geprägten Welt, Essen, 2023.","ieee":"A. B. Bauer and P. Reinhold, “PSФ: Entwicklung einer abgestimmten Studieneingangsphase (Physik) ,” in <i>Lernen, Lehren und Forschen in einer digital geprägten Welt</i>, Aachen 2022, 2023.","apa":"Bauer, A. B., &#38; Reinhold, P. (2023). PSФ: Entwicklung einer abgestimmten Studieneingangsphase (Physik) . In H. van Vorst &#38; Gesellschaft für Didaktik der Chemie und Physik (Eds.), <i>Lernen, Lehren und Forschen in einer digital geprägten Welt</i>.","bibtex":"@inproceedings{Bauer_Reinhold_2023, place={Essen}, title={PSФ: Entwicklung einer abgestimmten Studieneingangsphase (Physik) }, booktitle={Lernen, Lehren und Forschen in einer digital geprägten Welt}, author={Bauer, Anna Brigitte and Reinhold, Peter}, editor={van Vorst, Helena and Gesellschaft für Didaktik der Chemie und Physik}, year={2023} }","ama":"Bauer AB, Reinhold P. PSФ: Entwicklung einer abgestimmten Studieneingangsphase (Physik) . In: van Vorst H, Gesellschaft für Didaktik der Chemie und Physik, eds. <i>Lernen, Lehren und Forschen in einer digital geprägten Welt</i>. ; 2023.","mla":"Bauer, Anna Brigitte, and Peter Reinhold. “PSФ: Entwicklung einer abgestimmten Studieneingangsphase (Physik) .” <i>Lernen, Lehren und Forschen in einer digital geprägten Welt</i>, edited by Helena van Vorst and Gesellschaft für Didaktik der Chemie und Physik, 2023."},"publication":"Lernen, Lehren und Forschen in einer digital geprägten Welt"},{"page":" e202203541","publisher":"Wiley","_id":"43827","user_id":"78800","volume":" 29","status":"public","oa":"1","citation":{"ama":"Meier A, Badalov S, Biktagirov T, Schmidt WG, Wilhelm R. Diquat Based Dyes: A New Class of Photoredox Catalysts and Their Use in Aerobic Thiocyanation. <i>Chemistry – A European Journal</i>. 2023;29(22):e202203541. doi:<a href=\"https://doi.org/10.1002/chem.202203541\">10.1002/chem.202203541</a>","bibtex":"@article{Meier_Badalov_Biktagirov_Schmidt_Wilhelm_2023, title={Diquat Based Dyes: A New Class of Photoredox Catalysts and Their Use in Aerobic Thiocyanation}, volume={29}, DOI={<a href=\"https://doi.org/10.1002/chem.202203541\">10.1002/chem.202203541</a>}, number={22}, journal={Chemistry – A European Journal}, publisher={Wiley}, author={Meier, Armin and Badalov, Sabuhi and Biktagirov, Timur and Schmidt, Wolf Gero and Wilhelm, René}, year={2023}, pages={e202203541} }","mla":"Meier, Armin, et al. “Diquat Based Dyes: A New Class of Photoredox Catalysts and Their Use in Aerobic Thiocyanation.” <i>Chemistry – A European Journal</i>, vol. 29, no. 22, Wiley, 2023, p. e202203541, doi:<a href=\"https://doi.org/10.1002/chem.202203541\">10.1002/chem.202203541</a>.","chicago":"Meier, Armin, Sabuhi Badalov, Timur Biktagirov, Wolf Gero Schmidt, and René Wilhelm. “Diquat Based Dyes: A New Class of Photoredox Catalysts and Their Use in Aerobic Thiocyanation.” <i>Chemistry – A European Journal</i> 29, no. 22 (2023): e202203541. <a href=\"https://doi.org/10.1002/chem.202203541\">https://doi.org/10.1002/chem.202203541</a>.","short":"A. Meier, S. Badalov, T. Biktagirov, W.G. Schmidt, R. Wilhelm, Chemistry – A European Journal 29 (2023) e202203541.","apa":"Meier, A., Badalov, S., Biktagirov, T., Schmidt, W. G., &#38; Wilhelm, R. (2023). Diquat Based Dyes: A New Class of Photoredox Catalysts and Their Use in Aerobic Thiocyanation. <i>Chemistry – A European Journal</i>, <i>29</i>(22), e202203541. <a href=\"https://doi.org/10.1002/chem.202203541\">https://doi.org/10.1002/chem.202203541</a>","ieee":"A. Meier, S. Badalov, T. Biktagirov, W. G. Schmidt, and R. Wilhelm, “Diquat Based Dyes: A New Class of Photoredox Catalysts and Their Use in Aerobic Thiocyanation,” <i>Chemistry – A European Journal</i>, vol. 29, no. 22, p. e202203541, 2023, doi: <a href=\"https://doi.org/10.1002/chem.202203541\">10.1002/chem.202203541</a>."},"project":[{"name":"PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"}],"main_file_link":[{"url":"https://chemistry-europe.onlinelibrary.wiley.com/doi/10.1002/chem.202203541","open_access":"1"}],"language":[{"iso":"eng"}],"doi":"10.1002/chem.202203541","year":"2023","title":"Diquat Based Dyes: A New Class of Photoredox Catalysts and Their Use in Aerobic Thiocyanation","author":[{"last_name":"Meier","first_name":"Armin","full_name":"Meier, Armin"},{"last_name":"Badalov","orcid":"0000-0002-8481-4161","first_name":"Sabuhi","full_name":"Badalov, Sabuhi","id":"78800"},{"first_name":"Timur","last_name":"Biktagirov","full_name":"Biktagirov, Timur","id":"65612"},{"full_name":"Schmidt, Wolf Gero","orcid":"0000-0002-2717-5076","last_name":"Schmidt","first_name":"Wolf Gero","id":"468"},{"full_name":"Wilhelm, René","last_name":"Wilhelm","first_name":"René"}],"publication_identifier":{"issn":["0947-6539","1521-3765"]},"publication_status":"published","date_updated":"2023-06-26T02:29:15Z","article_type":"original","date_created":"2023-04-16T18:14:24Z","type":"journal_article","keyword":["General Chemistry","Catalysis","Organic Chemistry"],"department":[{"_id":"35"},{"_id":"15"},{"_id":"170"},{"_id":"295"},{"_id":"230"}],"publication":"Chemistry – A European Journal","issue":"22","extern":"1","related_material":{"link":[{"url":"https://chemistry-europe.onlinelibrary.wiley.com/action/downloadSupplement?doi=10.1002%2Fchem.202203541&file=chem202203541-sup-0001-misc_information.pdf","relation":"supplementary_material"}]},"abstract":[{"lang":"eng","text":"A series of new organic donor–π–acceptor dyes incorporating a diquat moiety as a novel electron-acceptor unit have been synthesized and characterized. The analytical data were supported by DFT calculations. These dyes were explored in the aerobic thiocyanation of indoles and pyrroles. Here they showed a high photocatalytic activity under visible light, giving isolated yields of up to 97 %. In addition, the photocatalytic activity of standalone diquat and methyl viologen through formation of an electron donor acceptor complex is presented."}]},{"date_updated":"2023-06-26T09:34:06Z","publication_status":"accepted","article_type":"original","title":"Rutile, anatase, brookite and titania thin film from Hubbard corrected and hybrid DFT","year":"2023","author":[{"full_name":"Badalov, Sabuhi","last_name":"Badalov","orcid":"0000-0002-8481-4161","first_name":"Sabuhi","id":"78800"},{"id":"58349","orcid":"0000-0002-2134-3075","first_name":"Adriana","last_name":"Bocchini","full_name":"Bocchini, Adriana"},{"first_name":"Rene","last_name":"Wilhelm","full_name":"Wilhelm, Rene"},{"first_name":"A. L.","last_name":"Kozub","full_name":"Kozub, A. L."},{"last_name":"Gerstmann","orcid":"0000-0002-4476-223X","first_name":"Uwe","full_name":"Gerstmann, Uwe","id":"171"},{"id":"468","last_name":"Schmidt","first_name":"Wolf Gero","orcid":"0000-0002-2717-5076","full_name":"Schmidt, Wolf Gero"}],"doi":"10.1088/2053-1591/ace0fa","main_file_link":[{"open_access":"1","url":"https://iopscience.iop.org/article/10.1088/2053-1591/ace0fa/pdf"}],"language":[{"iso":"eng"}],"related_material":{"link":[{"url":"https://iopscience.iop.org/article/10.1088/2053-1591/ace0fa","relation":"confirmation"}]},"abstract":[{"text":"As a benchmark, the structural, electronic and optical properties of the three main phases of TiO$\\rm{_2}$ crystals have been calculated using Hubbard U correction and hybrid functional methods in density-functional theory. These calculations are compared concerning the available experimental observations on pristine TiO$\\rm{_2}$ crystals. Modified hybrid functionals, particularly the PBE0 functional with 11.4% fraction of exact exchange, are shown to provide highly accurate atomic structures and also accurate electronic structure data, including optical excitation energies. With $\\rm{DFT+U}$, accurate optical spectra are also possible, but only if the Hubbard U is applied on the O $\\rm2p$ electrons exclusively. Furthermore, both methods, the 11.4%-PBE0 hybrid functional and the $\\rm{DFT+U_p}$ scheme have been used to study TiO$\\rm{_2}$ amorphous ultra-thin films, confirming the agreement of the two methods even with respect to small details of the optical spectra. Our results show that the proposed $\\rm{DFT+U_p}$ methodology is computationally efficient, but still accurate. It can be applied to well-ordered TiO$\\rm{_2}$ polymorphs as well as to amorphous TiO$\\rm{_2}$ and will allow for the calculations of complex titania-based structures.","lang":"eng"}],"extern":"1","publication":"Materials Research Express","type":"journal_article","date_created":"2023-06-26T02:18:11Z","status":"public","user_id":"78800","_id":"45764","publisher":"IOP Publishing","citation":{"bibtex":"@article{Badalov_Bocchini_Wilhelm_Kozub_Gerstmann_Schmidt, title={Rutile, anatase, brookite and titania thin film from Hubbard corrected and hybrid DFT}, DOI={<a href=\"https://doi.org/10.1088/2053-1591/ace0fa\">10.1088/2053-1591/ace0fa</a>}, journal={Materials Research Express}, publisher={IOP Publishing}, author={Badalov, Sabuhi and Bocchini, Adriana and Wilhelm, Rene and Kozub, A. L. and Gerstmann, Uwe and Schmidt, Wolf Gero} }","ama":"Badalov S, Bocchini A, Wilhelm R, Kozub AL, Gerstmann U, Schmidt WG. Rutile, anatase, brookite and titania thin film from Hubbard corrected and hybrid DFT. <i>Materials Research Express</i>. doi:<a href=\"https://doi.org/10.1088/2053-1591/ace0fa\">10.1088/2053-1591/ace0fa</a>","mla":"Badalov, Sabuhi, et al. “Rutile, Anatase, Brookite and Titania Thin Film from Hubbard Corrected and Hybrid DFT.” <i>Materials Research Express</i>, IOP Publishing, doi:<a href=\"https://doi.org/10.1088/2053-1591/ace0fa\">10.1088/2053-1591/ace0fa</a>.","chicago":"Badalov, Sabuhi, Adriana Bocchini, Rene Wilhelm, A. L. Kozub, Uwe Gerstmann, and Wolf Gero Schmidt. “Rutile, Anatase, Brookite and Titania Thin Film from Hubbard Corrected and Hybrid DFT.” <i>Materials Research Express</i>, n.d. <a href=\"https://doi.org/10.1088/2053-1591/ace0fa\">https://doi.org/10.1088/2053-1591/ace0fa</a>.","short":"S. Badalov, A. Bocchini, R. Wilhelm, A.L. Kozub, U. Gerstmann, W.G. Schmidt, Materials Research Express (n.d.).","ieee":"S. Badalov, A. Bocchini, R. Wilhelm, A. L. Kozub, U. Gerstmann, and W. G. Schmidt, “Rutile, anatase, brookite and titania thin film from Hubbard corrected and hybrid DFT,” <i>Materials Research Express</i>, doi: <a href=\"https://doi.org/10.1088/2053-1591/ace0fa\">10.1088/2053-1591/ace0fa</a>.","apa":"Badalov, S., Bocchini, A., Wilhelm, R., Kozub, A. L., Gerstmann, U., &#38; Schmidt, W. G. (n.d.). Rutile, anatase, brookite and titania thin film from Hubbard corrected and hybrid DFT. <i>Materials Research Express</i>. <a href=\"https://doi.org/10.1088/2053-1591/ace0fa\">https://doi.org/10.1088/2053-1591/ace0fa</a>"},"oa":"1"},{"year":"2023","title":"Integrating Prospective LCA in the Development of Automotive Components","author":[{"last_name":"Grenz","first_name":"Julian","full_name":"Grenz, Julian"},{"id":"44763","full_name":"Ostermann, Moritz","orcid":"https://orcid.org/0000-0003-1146-0443","last_name":"Ostermann","first_name":"Moritz"},{"full_name":"Käsewieter, Karoline","first_name":"Karoline","last_name":"Käsewieter"},{"full_name":"Cerdas, Felipe","first_name":"Felipe","last_name":"Cerdas"},{"id":"338","first_name":"Thorsten","last_name":"Marten","full_name":"Marten, Thorsten"},{"first_name":"Christoph","last_name":"Herrmann","full_name":"Herrmann, Christoph"},{"id":"553","full_name":"Tröster, Thomas","last_name":"Tröster","first_name":"Thomas"}],"publication_identifier":{"issn":["2071-1050"]},"publication_status":"published","date_updated":"2023-06-27T06:39:47Z","intvolume":"        15","article_number":"10041","main_file_link":[{"url":"https://www.mdpi.com/2071-1050/15/13/10041","open_access":"1"}],"language":[{"iso":"eng"}],"doi":"10.3390/su151310041","issue":"13","publication":"Sustainability","abstract":[{"lang":"eng","text":"<jats:p>The development of automotive components with reduced greenhouse gas (GHG) emissions is needed to reduce overall vehicle emissions. Life Cycle Engineering (LCE) based on Life Cycle Assessment (LCA) supports this by providing holistic information and improvement potentials regarding eco-efficient products. Key factors influencing LCAs of automotive components, such as material production, will change in the future. First approaches for integrating future scenarios for these key factors into LCE already exist, but they only consider a limited number of parameters and scenarios. This work aims to develop a method that can be practically applied in the industry for integrating prospective LCAs (pLCA) into the LCE of automotive components, considering relevant parameters and consistent scenarios. Therefore, pLCA methods are further developed to investigate the influence of future scenarios on the GHG emissions of automotive components. The practical application is demonstrated for a vehicle component with different design options. This paper shows that different development paths of the foreground and background system can shift the ecological optimum of design alternatives. Therefore, future pathways of relevant parameters must be considered comprehensively to reduce GHG emissions of future vehicles. This work contributes to the methodological and practical integration of pLCA into automotive development processes and provides quantitative results.</jats:p>"}],"related_material":{"link":[{"url":" https://www.mdpi.com/article/10.3390/su151310041/s1","relation":"supplementary_material"}]},"date_created":"2023-06-27T06:35:20Z","keyword":["prospective LCA","life cycle engineering (LCE)","lightweight design","automotive components","body parts","circular economy","steel","aluminum","hybrid materials","fiber metal laminates"],"type":"journal_article","department":[{"_id":"9"},{"_id":"321"},{"_id":"149"}],"status":"public","publisher":"MDPI AG","_id":"45782","user_id":"44763","volume":15,"citation":{"chicago":"Grenz, Julian, Moritz Ostermann, Karoline Käsewieter, Felipe Cerdas, Thorsten Marten, Christoph Herrmann, and Thomas Tröster. “Integrating Prospective LCA in the Development of Automotive Components.” <i>Sustainability</i> 15, no. 13 (2023). <a href=\"https://doi.org/10.3390/su151310041\">https://doi.org/10.3390/su151310041</a>.","short":"J. Grenz, M. Ostermann, K. Käsewieter, F. Cerdas, T. Marten, C. Herrmann, T. Tröster, Sustainability 15 (2023).","apa":"Grenz, J., Ostermann, M., Käsewieter, K., Cerdas, F., Marten, T., Herrmann, C., &#38; Tröster, T. (2023). Integrating Prospective LCA in the Development of Automotive Components. <i>Sustainability</i>, <i>15</i>(13), Article 10041. <a href=\"https://doi.org/10.3390/su151310041\">https://doi.org/10.3390/su151310041</a>","ieee":"J. Grenz <i>et al.</i>, “Integrating Prospective LCA in the Development of Automotive Components,” <i>Sustainability</i>, vol. 15, no. 13, Art. no. 10041, 2023, doi: <a href=\"https://doi.org/10.3390/su151310041\">10.3390/su151310041</a>.","ama":"Grenz J, Ostermann M, Käsewieter K, et al. Integrating Prospective LCA in the Development of Automotive Components. <i>Sustainability</i>. 2023;15(13). doi:<a href=\"https://doi.org/10.3390/su151310041\">10.3390/su151310041</a>","bibtex":"@article{Grenz_Ostermann_Käsewieter_Cerdas_Marten_Herrmann_Tröster_2023, title={Integrating Prospective LCA in the Development of Automotive Components}, volume={15}, DOI={<a href=\"https://doi.org/10.3390/su151310041\">10.3390/su151310041</a>}, number={1310041}, journal={Sustainability}, publisher={MDPI AG}, author={Grenz, Julian and Ostermann, Moritz and Käsewieter, Karoline and Cerdas, Felipe and Marten, Thorsten and Herrmann, Christoph and Tröster, Thomas}, year={2023} }","mla":"Grenz, Julian, et al. “Integrating Prospective LCA in the Development of Automotive Components.” <i>Sustainability</i>, vol. 15, no. 13, 10041, MDPI AG, 2023, doi:<a href=\"https://doi.org/10.3390/su151310041\">10.3390/su151310041</a>."},"quality_controlled":"1","oa":"1"},{"user_id":"44040","main_file_link":[{"open_access":"1","url":"https://arxiv.org/abs/2206.05530"}],"language":[{"iso":"eng"}],"_id":"31880","date_updated":"2023-06-29T09:14:26Z","year":"2023","title":"Memorization-Dilation: Modeling Neural Collapse Under Noise","status":"public","author":[{"full_name":"Nguyen, Duc Anh","last_name":"Nguyen","first_name":"Duc Anh"},{"last_name":"Levie","first_name":"Ron","full_name":"Levie, Ron"},{"full_name":"Lienen, Julian","first_name":"Julian","last_name":"Lienen","id":"44040"},{"full_name":"Kutyniok, Gitta","last_name":"Kutyniok","first_name":"Gitta"},{"id":"48129","first_name":"Eyke","last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke"}],"conference":{"location":"Kigali, Ruanda","name":"International Conference on Learning Representations, ICLR"},"type":"conference","oa":"1","date_created":"2022-06-14T14:48:36Z","abstract":[{"lang":"eng","text":"The notion of neural collapse refers to several emergent phenomena that have been empirically observed across various canonical classification problems. During the terminal phase of training a deep neural network, the feature embedding of all examples of the same class tend to collapse to a single representation, and the features of different classes tend to separate as much as possible. Neural collapse is often studied through a simplified model, called the unconstrained feature representation, in which the model is assumed to have \"infinite expressivity\" and can map each data point to any arbitrary representation. In this work, we propose a more realistic variant of the unconstrained feature representation that takes the limited expressivity of the network into account. Empirical evidence suggests that the memorization of noisy data points leads to a degradation (dilation) of the neural collapse. Using a model of the memorization-dilation (M-D) phenomenon, we show one mechanism by which different losses lead to different performances of the trained network on noisy data. Our proofs reveal why label smoothing, a modification of cross-entropy empirically observed to produce a regularization effect, leads to improved generalization in classification tasks."}],"publication":"International Conference on Learning Representations, ICLR","citation":{"mla":"Nguyen, Duc Anh, et al. “Memorization-Dilation: Modeling Neural Collapse Under Noise.” <i>International Conference on Learning Representations, ICLR</i>, 2023.","ama":"Nguyen DA, Levie R, Lienen J, Kutyniok G, Hüllermeier E. Memorization-Dilation: Modeling Neural Collapse Under Noise. In: <i>International Conference on Learning Representations, ICLR</i>. ; 2023.","bibtex":"@inproceedings{Nguyen_Levie_Lienen_Kutyniok_Hüllermeier_2023, title={Memorization-Dilation: Modeling Neural Collapse Under Noise}, booktitle={International Conference on Learning Representations, ICLR}, author={Nguyen, Duc Anh and Levie, Ron and Lienen, Julian and Kutyniok, Gitta and Hüllermeier, Eyke}, year={2023} }","apa":"Nguyen, D. A., Levie, R., Lienen, J., Kutyniok, G., &#38; Hüllermeier, E. (2023). Memorization-Dilation: Modeling Neural Collapse Under Noise. <i>International Conference on Learning Representations, ICLR</i>. International Conference on Learning Representations, ICLR, Kigali, Ruanda.","ieee":"D. A. Nguyen, R. Levie, J. Lienen, G. Kutyniok, and E. Hüllermeier, “Memorization-Dilation: Modeling Neural Collapse Under Noise,” presented at the International Conference on Learning Representations, ICLR, Kigali, Ruanda, 2023.","short":"D.A. Nguyen, R. Levie, J. Lienen, G. Kutyniok, E. Hüllermeier, in: International Conference on Learning Representations, ICLR, 2023.","chicago":"Nguyen, Duc Anh, Ron Levie, Julian Lienen, Gitta Kutyniok, and Eyke Hüllermeier. “Memorization-Dilation: Modeling Neural Collapse Under Noise.” In <i>International Conference on Learning Representations, ICLR</i>, 2023."}},{"abstract":[{"text":"Label noise poses an important challenge in machine learning, especially in\r\ndeep learning, in which large models with high expressive power dominate the\r\nfield. Models of that kind are prone to memorizing incorrect labels, thereby\r\nharming generalization performance. Many methods have been proposed to address\r\nthis problem, including robust loss functions and more complex label correction\r\napproaches. Robust loss functions are appealing due to their simplicity, but\r\ntypically lack flexibility, while label correction usually adds substantial\r\ncomplexity to the training setup. In this paper, we suggest to address the\r\nshortcomings of both methodologies by \"ambiguating\" the target information,\r\nadding additional, complementary candidate labels in case the learner is not\r\nsufficiently convinced of the observed training label. More precisely, we\r\nleverage the framework of so-called superset learning to construct set-valued\r\ntargets based on a confidence threshold, which deliver imprecise yet more\r\nreliable beliefs about the ground-truth, effectively helping the learner to\r\nsuppress the memorization effect. In an extensive empirical evaluation, our\r\nmethod demonstrates favorable learning behavior on synthetic and real-world\r\nnoise, confirming the effectiveness in detecting and correcting erroneous\r\ntraining labels.","lang":"eng"}],"citation":{"chicago":"Lienen, Julian, and Eyke Hüllermeier. “Mitigating Label Noise through Data Ambiguation.” <i>ArXiv:2305.13764</i>, 2023.","short":"J. Lienen, E. Hüllermeier, ArXiv:2305.13764 (2023).","apa":"Lienen, J., &#38; Hüllermeier, E. (2023). Mitigating Label Noise through Data Ambiguation. In <i>arXiv:2305.13764</i>.","ieee":"J. Lienen and E. Hüllermeier, “Mitigating Label Noise through Data Ambiguation,” <i>arXiv:2305.13764</i>. 2023.","ama":"Lienen J, Hüllermeier E. Mitigating Label Noise through Data Ambiguation. <i>arXiv:230513764</i>. Published online 2023.","bibtex":"@article{Lienen_Hüllermeier_2023, title={Mitigating Label Noise through Data Ambiguation}, journal={arXiv:2305.13764}, author={Lienen, Julian and Hüllermeier, Eyke}, year={2023} }","mla":"Lienen, Julian, and Eyke Hüllermeier. “Mitigating Label Noise through Data Ambiguation.” <i>ArXiv:2305.13764</i>, 2023."},"publication":"arXiv:2305.13764","oa":"1","type":"preprint","date_created":"2023-06-29T09:06:34Z","external_id":{"arxiv":["2305.13764"]},"date_updated":"2023-06-29T09:12:21Z","author":[{"first_name":"Julian","last_name":"Lienen","full_name":"Lienen, Julian"},{"first_name":"Eyke","last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke"}],"year":"2023","status":"public","title":"Mitigating Label Noise through Data Ambiguation","user_id":"44040","language":[{"iso":"eng"}],"_id":"45814","main_file_link":[{"open_access":"1","url":"https://arxiv.org/pdf/2305.13764.pdf"}]},{"project":[{"_id":"410","name":"KnowGraphs: KnowGraphs: Knowledge Graphs at Scale"},{"_id":"407","grant_number":"101070305","name":"ENEXA: Efficient Explainable Learning on Knowledge Graphs"},{"name":"SAIL: SAIL: SustAInable Life-cycle of Intelligent Socio-Technical Systems","grant_number":"NW21-059D","_id":"285"}],"citation":{"chicago":"KOUAGOU, N’Dah Jean, Stefan Heindorf, Caglar Demir, and Axel-Cyrille Ngonga Ngomo. “Neural Class Expression Synthesis.” In <i>The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)</i>, edited by Catia Pesquita, Ernesto Jimenez-Ruiz, Jamie McCusker, Daniel Faria, Mauro Dragoni, Anastasia Dimou, Raphael Troncy, and Sven Hertling, 13870:209–26. Springer International Publishing, 2023. <a href=\"https://doi.org/10.1007/978-3-031-33455-9_13\">https://doi.org/10.1007/978-3-031-33455-9_13</a>.","short":"N.J. KOUAGOU, S. Heindorf, C. Demir, A.-C. Ngonga Ngomo, in: C. Pesquita, E. Jimenez-Ruiz, J. McCusker, D. Faria, M. Dragoni, A. Dimou, R. Troncy, S. Hertling (Eds.), The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023), Springer International Publishing, 2023, pp. 209–226.","ieee":"N. J. KOUAGOU, S. Heindorf, C. Demir, and A.-C. Ngonga Ngomo, “Neural Class Expression Synthesis,” in <i>The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)</i>, Hersonissos, Crete, Greece, 2023, vol. 13870, pp. 209–226, doi: <a href=\"https://doi.org/10.1007/978-3-031-33455-9_13\">https://doi.org/10.1007/978-3-031-33455-9_13</a>.","apa":"KOUAGOU, N. J., Heindorf, S., Demir, C., &#38; Ngonga Ngomo, A.-C. (2023). Neural Class Expression Synthesis. In C. Pesquita, E. Jimenez-Ruiz, J. McCusker, D. Faria, M. Dragoni, A. Dimou, R. Troncy, &#38; S. Hertling (Eds.), <i>The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)</i> (Vol. 13870, pp. 209–226). Springer International Publishing. <a href=\"https://doi.org/10.1007/978-3-031-33455-9_13\">https://doi.org/10.1007/978-3-031-33455-9_13</a>","bibtex":"@inproceedings{KOUAGOU_Heindorf_Demir_Ngonga Ngomo_2023, title={Neural Class Expression Synthesis}, volume={13870}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-33455-9_13\">https://doi.org/10.1007/978-3-031-33455-9_13</a>}, booktitle={The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)}, publisher={Springer International Publishing}, author={KOUAGOU, N’Dah Jean and Heindorf, Stefan and Demir, Caglar and Ngonga Ngomo, Axel-Cyrille}, editor={Pesquita, Catia and Jimenez-Ruiz, Ernesto and McCusker, Jamie and Faria, Daniel and Dragoni, Mauro and Dimou, Anastasia and Troncy, Raphael and Hertling, Sven}, year={2023}, pages={209–226} }","ama":"KOUAGOU NJ, Heindorf S, Demir C, Ngonga Ngomo A-C. Neural Class Expression Synthesis. In: Pesquita C, Jimenez-Ruiz E, McCusker J, et al., eds. <i>The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)</i>. Vol 13870. Springer International Publishing; 2023:209-226. doi:<a href=\"https://doi.org/10.1007/978-3-031-33455-9_13\">https://doi.org/10.1007/978-3-031-33455-9_13</a>","mla":"KOUAGOU, N’Dah Jean, et al. “Neural Class Expression Synthesis.” <i>The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)</i>, edited by Catia Pesquita et al., vol. 13870, Springer International Publishing, 2023, pp. 209–26, doi:<a href=\"https://doi.org/10.1007/978-3-031-33455-9_13\">https://doi.org/10.1007/978-3-031-33455-9_13</a>."},"oa":"1","external_id":{"unknown":["https://link.springer.com/chapter/10.1007/978-3-031-33455-9_13"]},"status":"public","conference":{"end_date":"2023-06-01","start_date":"2023-05-28","name":"20th Extended Semantic Web Conference","location":"Hersonissos, Crete, Greece"},"user_id":"11871","volume":13870,"editor":[{"last_name":"Pesquita","first_name":"Catia","full_name":"Pesquita, Catia"},{"last_name":"Jimenez-Ruiz","first_name":"Ernesto","full_name":"Jimenez-Ruiz, Ernesto"},{"first_name":"Jamie","last_name":"McCusker","full_name":"McCusker, Jamie"},{"full_name":"Faria, Daniel","first_name":"Daniel","last_name":"Faria"},{"full_name":"Dragoni, Mauro","first_name":"Mauro","last_name":"Dragoni"},{"full_name":"Dimou, Anastasia","last_name":"Dimou","first_name":"Anastasia"},{"full_name":"Troncy, Raphael","first_name":"Raphael","last_name":"Troncy"},{"full_name":"Hertling, Sven","first_name":"Sven","last_name":"Hertling"}],"page":"209 - 226","publisher":"Springer International Publishing","_id":"33734","abstract":[{"lang":"eng","text":"Many applications require explainable node classification in knowledge graphs. Towards this end, a popular ``white-box'' approach is class expression learning: Given sets of positive and negative nodes, class expressions in description logics are learned that separate positive from negative nodes. Most existing approaches are search-based approaches generating many candidate class expressions and selecting the best one. However, they often take a long time to find suitable class expressions. In this paper, we cast class expression learning as a translation problem and propose a new family of class expression learning approaches which we dub neural class expression synthesizers. Training examples are ``translated'' into class expressions in a fashion akin to machine translation. Consequently, our synthesizers are not subject to the runtime limitations of search-based approaches. We study three instances of this novel family of approaches based on LSTMs, GRUs, and set transformers, respectively. An evaluation of our approach on four benchmark datasets suggests that it can effectively synthesize high-quality class expressions with respect to the input examples in approximately one second on average. Moreover, a comparison to state-of-the-art approaches suggests that we achieve better F-measures on large datasets. For reproducibility purposes, we provide our implementation as well as pretrained models in our public GitHub repository at https://github.com/dice-group/NeuralClassExpressionSynthesis"}],"publication":"The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)","type":"conference","keyword":["Neural network","Concept learning","Description logics"],"department":[{"_id":"574"},{"_id":"760"}],"date_created":"2022-10-15T19:20:11Z","publication_status":"published","date_updated":"2023-07-02T18:10:02Z","intvolume":"     13870","year":"2023","title":"Neural Class Expression Synthesis","author":[{"last_name":"KOUAGOU","first_name":"N'Dah Jean","full_name":"KOUAGOU, N'Dah Jean","id":"87189"},{"id":"11871","full_name":"Heindorf, Stefan","orcid":"0000-0002-4525-6865","first_name":"Stefan","last_name":"Heindorf"},{"id":"43817","last_name":"Demir","first_name":"Caglar","full_name":"Demir, Caglar"},{"id":"65716","full_name":"Ngonga Ngomo, Axel-Cyrille","last_name":"Ngonga Ngomo","first_name":"Axel-Cyrille"}],"publication_identifier":{"unknown":["978-3-031-33455-9"]},"doi":"https://doi.org/10.1007/978-3-031-33455-9_13","main_file_link":[{"open_access":"1","url":"https://2023.eswc-conferences.org/wp-content/uploads/2023/05/paper_Kouagou_2023_Neural.pdf"}],"language":[{"iso":"eng"}]},{"external_id":{"arxiv":["2305.13764"]},"date_created":"2023-05-24T05:28:34Z","type":"preprint","oa":"1","publication":"arXiv:2305.13764","citation":{"mla":"Lienen, Julian, and Eyke Hüllermeier. “Mitigating Label Noise through Data Ambiguation.” <i>ArXiv:2305.13764</i>, 2023.","bibtex":"@article{Lienen_Hüllermeier_2023, title={Mitigating Label Noise through Data Ambiguation}, journal={arXiv:2305.13764}, author={Lienen, Julian and Hüllermeier, Eyke}, year={2023} }","ama":"Lienen J, Hüllermeier E. Mitigating Label Noise through Data Ambiguation. <i>arXiv:230513764</i>. Published online 2023.","ieee":"J. Lienen and E. Hüllermeier, “Mitigating Label Noise through Data Ambiguation,” <i>arXiv:2305.13764</i>. 2023.","apa":"Lienen, J., &#38; Hüllermeier, E. (2023). Mitigating Label Noise through Data Ambiguation. In <i>arXiv:2305.13764</i>.","chicago":"Lienen, Julian, and Eyke Hüllermeier. “Mitigating Label Noise through Data Ambiguation.” <i>ArXiv:2305.13764</i>, 2023.","short":"J. Lienen, E. Hüllermeier, ArXiv:2305.13764 (2023)."},"abstract":[{"lang":"eng","text":"Label noise poses an important challenge in machine learning, especially in\r\ndeep learning, in which large models with high expressive power dominate the\r\nfield. Models of that kind are prone to memorizing incorrect labels, thereby\r\nharming generalization performance. Many methods have been proposed to address\r\nthis problem, including robust loss functions and more complex label correction\r\napproaches. Robust loss functions are appealing due to their simplicity, but\r\ntypically lack flexibility, while label correction usually adds substantial\r\ncomplexity to the training setup. In this paper, we suggest to address the\r\nshortcomings of both methodologies by \"ambiguating\" the target information,\r\nadding additional, complementary candidate labels in case the learner is not\r\nsufficiently convinced of the observed training label. More precisely, we\r\nleverage the framework of so-called superset learning to construct set-valued\r\ntargets based on a confidence threshold, which deliver imprecise yet more\r\nreliable beliefs about the ground-truth, effectively helping the learner to\r\nsuppress the memorization effect. In an extensive empirical evaluation, our\r\nmethod demonstrates favorable learning behavior on synthetic and real-world\r\nnoise, confirming the effectiveness in detecting and correcting erroneous\r\ntraining labels."}],"main_file_link":[{"open_access":"1","url":"https://arxiv.org/pdf/2305.13764.pdf"}],"language":[{"iso":"eng"}],"_id":"45244","user_id":"44040","status":"public","year":"2023","title":"Mitigating Label Noise through Data Ambiguation","author":[{"first_name":"Julian","last_name":"Lienen","full_name":"Lienen, Julian"},{"full_name":"Hüllermeier, Eyke","first_name":"Eyke","last_name":"Hüllermeier"}],"date_updated":"2023-06-30T14:20:31Z"},{"abstract":[{"text":"Perfect vector vortex beams (PVVBs) have attracted considerable interest due to their peculiar optical features. PVVBs are typically generated through the superposition of perfect vortex beams, which suffer from the limited number of topological charges (TCs). Furthermore, dynamic control of PVVBs is desirable and has not been reported. We propose and experimentally demonstrate hybrid grafted perfect vector vortex beams (GPVVBs) and their dynamic control. Hybrid GPVVBs are generated through the superposition of grafted perfect vortex beams with a multifunctional metasurface. The generated hybrid GPVVBs possess spatially variant rates of polarization change due to the involvement of more TCs. Each hybrid GPVVB includes different GPVVBs in the same beam, adding more design flexibility. Moreover, these beams are dynamically controlled with a rotating half waveplate. The generated dynamic GPVVBs may find applications in the fields where dynamic control is in high demand, including optical encryption, dense data communication, and multiple particle manipulation.","lang":"eng"}],"publication":"Nature Communications","issue":"1","type":"journal_article","keyword":["General Physics and Astronomy","General Biochemistry","Genetics and Molecular Biology","General Chemistry","Multidisciplinary"],"department":[{"_id":"15"},{"_id":"230"},{"_id":"289"},{"_id":"623"}],"file":[{"file_size":4341041,"access_level":"closed","file_name":"NatureCommun_Ahmed_2023.pdf","date_updated":"2023-07-06T06:40:28Z","relation":"main_file","success":1,"content_type":"application/pdf","file_id":"45869","creator":"zentgraf","date_created":"2023-07-06T06:40:28Z"}],"date_created":"2023-07-06T06:34:37Z","publication_status":"published","date_updated":"2023-07-06T06:42:10Z","intvolume":"        14","title":"Dynamic control of hybrid grafted perfect vector vortex beams","year":"2023","author":[{"full_name":"Ahmed, Hammad","last_name":"Ahmed","first_name":"Hammad"},{"full_name":"Ansari, Muhammad Afnan","last_name":"Ansari","first_name":"Muhammad Afnan"},{"full_name":"Li, Yan","first_name":"Yan","last_name":"Li"},{"full_name":"Zentgraf, Thomas","first_name":"Thomas","orcid":"0000-0002-8662-1101","last_name":"Zentgraf","id":"30525"},{"last_name":"Mehmood","first_name":"Muhammad Qasim","full_name":"Mehmood, Muhammad Qasim"},{"last_name":"Chen","first_name":"Xianzhong","full_name":"Chen, Xianzhong"}],"publication_identifier":{"issn":["2041-1723"]},"doi":"10.1038/s41467-023-39599-8","article_number":"3915","main_file_link":[{"open_access":"1"}],"language":[{"iso":"eng"}],"quality_controlled":"1","file_date_updated":"2023-07-06T06:40:28Z","citation":{"mla":"Ahmed, Hammad, et al. “Dynamic Control of Hybrid Grafted Perfect Vector Vortex Beams.” <i>Nature Communications</i>, vol. 14, no. 1, 3915, Springer Science and Business Media LLC, 2023, doi:<a href=\"https://doi.org/10.1038/s41467-023-39599-8\">10.1038/s41467-023-39599-8</a>.","bibtex":"@article{Ahmed_Ansari_Li_Zentgraf_Mehmood_Chen_2023, title={Dynamic control of hybrid grafted perfect vector vortex beams}, volume={14}, DOI={<a href=\"https://doi.org/10.1038/s41467-023-39599-8\">10.1038/s41467-023-39599-8</a>}, number={13915}, journal={Nature Communications}, publisher={Springer Science and Business Media LLC}, author={Ahmed, Hammad and Ansari, Muhammad Afnan and Li, Yan and Zentgraf, Thomas and Mehmood, Muhammad Qasim and Chen, Xianzhong}, year={2023} }","ama":"Ahmed H, Ansari MA, Li Y, Zentgraf T, Mehmood MQ, Chen X. Dynamic control of hybrid grafted perfect vector vortex beams. <i>Nature Communications</i>. 2023;14(1). doi:<a href=\"https://doi.org/10.1038/s41467-023-39599-8\">10.1038/s41467-023-39599-8</a>","ieee":"H. Ahmed, M. A. Ansari, Y. Li, T. Zentgraf, M. Q. Mehmood, and X. Chen, “Dynamic control of hybrid grafted perfect vector vortex beams,” <i>Nature Communications</i>, vol. 14, no. 1, Art. no. 3915, 2023, doi: <a href=\"https://doi.org/10.1038/s41467-023-39599-8\">10.1038/s41467-023-39599-8</a>.","apa":"Ahmed, H., Ansari, M. A., Li, Y., Zentgraf, T., Mehmood, M. Q., &#38; Chen, X. (2023). Dynamic control of hybrid grafted perfect vector vortex beams. <i>Nature Communications</i>, <i>14</i>(1), Article 3915. <a href=\"https://doi.org/10.1038/s41467-023-39599-8\">https://doi.org/10.1038/s41467-023-39599-8</a>","short":"H. Ahmed, M.A. Ansari, Y. Li, T. Zentgraf, M.Q. Mehmood, X. Chen, Nature Communications 14 (2023).","chicago":"Ahmed, Hammad, Muhammad Afnan Ansari, Yan Li, Thomas Zentgraf, Muhammad Qasim Mehmood, and Xianzhong Chen. “Dynamic Control of Hybrid Grafted Perfect Vector Vortex Beams.” <i>Nature Communications</i> 14, no. 1 (2023). <a href=\"https://doi.org/10.1038/s41467-023-39599-8\">https://doi.org/10.1038/s41467-023-39599-8</a>."},"oa":"1","has_accepted_license":"1","status":"public","user_id":"30525","ddc":["530"],"volume":14,"publisher":"Springer Science and Business Media LLC","_id":"45868"},{"status":"public","has_accepted_license":"1","_id":"45875","publisher":"Heinz Nixdorf Institut, Universität Paderborn","page":"1--20","volume":412,"editor":[{"full_name":"Haake, Claus-Jochen","first_name":"Claus-Jochen","last_name":"Haake"},{"last_name":"Meyer auf der Heide","first_name":"Friedhelm","full_name":"Meyer auf der Heide, Friedhelm"},{"full_name":"Platzner, Marco","last_name":"Platzner","first_name":"Marco"},{"last_name":"Wachsmuth","first_name":"Henning","full_name":"Wachsmuth, Henning"},{"full_name":"Wehrheim, Heike","last_name":"Wehrheim","first_name":"Heike"}],"user_id":"477","ddc":["004"],"citation":{"ieee":"T. Götte, T. Knollmann, F. Meyer auf der Heide, C. Scheideler, and J. Werthmann, “Capabilities and Limitations of Local Strategies in Dynamic Networks,” in <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i>, vol. 412, C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 1--20.","apa":"Götte, T., Knollmann, T., Meyer auf der Heide, F., Scheideler, C., &#38; Werthmann, J. (2023). Capabilities and Limitations of Local Strategies in Dynamic Networks. In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, &#38; H. Wehrheim (Eds.), <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i> (Vol. 412, pp. 1--20). Heinz Nixdorf Institut, Universität Paderborn. <a href=\"https://doi.org/10.5281/zenodo.8060372\">https://doi.org/10.5281/zenodo.8060372</a>","short":"T. Götte, T. Knollmann, F. Meyer auf der Heide, C. Scheideler, J. Werthmann, in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 1--20.","chicago":"Götte, Thorsten, Till Knollmann, Friedhelm Meyer auf der Heide, Christian Scheideler, and Julian Werthmann. “Capabilities and Limitations of Local Strategies in Dynamic Networks.” In <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:1--20. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. <a href=\"https://doi.org/10.5281/zenodo.8060372\">https://doi.org/10.5281/zenodo.8060372</a>.","mla":"Götte, Thorsten, et al. “Capabilities and Limitations of Local Strategies in Dynamic Networks.” <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 1--20, doi:<a href=\"https://doi.org/10.5281/zenodo.8060372\">10.5281/zenodo.8060372</a>.","bibtex":"@inbook{Götte_Knollmann_Meyer auf der Heide_Scheideler_Werthmann_2023, place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Capabilities and Limitations of Local Strategies in Dynamic Networks}, volume={412}, DOI={<a href=\"https://doi.org/10.5281/zenodo.8060372\">10.5281/zenodo.8060372</a>}, booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets}, publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Götte, Thorsten and Knollmann, Till and Meyer auf der Heide, Friedhelm and Scheideler, Christian and Werthmann, Julian}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={1--20}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }","ama":"Götte T, Knollmann T, Meyer auf der Heide F, Scheideler C, Werthmann J. Capabilities and Limitations of Local Strategies in Dynamic Networks. In: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:1--20. doi:<a href=\"https://doi.org/10.5281/zenodo.8060372\">10.5281/zenodo.8060372</a>"},"file_date_updated":"2023-07-07T06:20:43Z","project":[{"name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten ","_id":"1","grant_number":"160364472"},{"_id":"2","name":"SFB 901 - A: SFB 901 - Project Area A"},{"name":"SFB 901 - A1: SFB 901 - Möglichkeiten und Grenzen lokaler Strategien in dynamischen Netzen (Subproject A1)","_id":"5","grant_number":"160364472"}],"place":"Paderborn","oa":"1","author":[{"id":"34727","first_name":"Thorsten","last_name":"Götte","full_name":"Götte, Thorsten"},{"id":"39241","last_name":"Knollmann","first_name":"Till","orcid":"0000-0003-2014-4696","full_name":"Knollmann, Till"},{"first_name":"Friedhelm","last_name":"Meyer auf der Heide","full_name":"Meyer auf der Heide, Friedhelm","id":"15523"},{"id":"20792","full_name":"Scheideler, Christian","last_name":"Scheideler","first_name":"Christian"},{"full_name":"Werthmann, Julian","first_name":"Julian","last_name":"Werthmann","id":"50024"}],"title":"Capabilities and Limitations of Local Strategies in Dynamic Networks","year":"2023","intvolume":"       412","date_updated":"2023-07-07T06:21:57Z","language":[{"iso":"eng"}],"series_title":"Verlagsschriftenreihe des Heinz Nixdorf Instituts","doi":"10.5281/zenodo.8060372","publication":"On-The-Fly Computing -- Individualized IT-services in dynamic markets","date_created":"2023-07-07T06:21:38Z","file":[{"creator":"ups","date_created":"2023-07-07T06:20:43Z","relation":"main_file","date_updated":"2023-07-07T06:20:43Z","file_name":"A1-Chapter-SFB-Buch-Final.pdf","file_size":543715,"access_level":"open_access","file_id":"45876","content_type":"application/pdf"}],"department":[{"_id":"7"}],"type":"book_chapter"},{"project":[{"name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten ","_id":"1","grant_number":"160364472"},{"_id":"4","name":"SFB 901 - C: SFB 901 - Project Area C"},{"name":"SFB 901 - C4: SFB 901 - On-The-Fly Compute Centers II: Ausführung komponierter Dienste in konfigurierbaren Rechenzentren (Subproject C4)","grant_number":"160364472","_id":"16"}],"file_date_updated":"2023-07-07T11:16:52Z","citation":{"short":"H. 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(2023). Composition Analysis in Unknown Contexts. In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, &#38; H. Wehrheim (Eds.), <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i> (Vol. 412, pp. 105–123). Heinz Nixdorf Institut, Universität Paderborn. <a href=\"https://doi.org/10.5281/zenodo.8068510\">https://doi.org/10.5281/zenodo.8068510</a>","ieee":"H. Wehrheim, E. Hüllermeier, S. Becker, M. Becker, C. Richter, and A. Sharma, “Composition Analysis in Unknown Contexts,” in <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i>, vol. 412, C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 105–123.","chicago":"Wehrheim, Heike, Eyke Hüllermeier, Steffen Becker, Matthias Becker, Cedric Richter, and Arnab Sharma. “Composition Analysis in Unknown Contexts.” In <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:105–23. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. <a href=\"https://doi.org/10.5281/zenodo.8068510\">https://doi.org/10.5281/zenodo.8068510</a>.","short":"H. Wehrheim, E. Hüllermeier, S. Becker, M. Becker, C. Richter, A. Sharma, in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 105–123."},"oa":"1","place":"Paderborn","date_updated":"2023-07-07T11:19:40Z","intvolume":"       412","title":"Composition Analysis in Unknown Contexts","year":"2023","author":[{"full_name":"Wehrheim, Heike","last_name":"Wehrheim","first_name":"Heike","id":"573"},{"full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier","first_name":"Eyke","id":"48129"},{"full_name":"Becker, Steffen","first_name":"Steffen","last_name":"Becker"},{"first_name":"Matthias","last_name":"Becker","full_name":"Becker, Matthias"},{"full_name":"Richter, Cedric","first_name":"Cedric","last_name":"Richter","id":"50003"},{"id":"67200","full_name":"Sharma, Arnab","last_name":"Sharma","first_name":"Arnab"}],"doi":"10.5281/zenodo.8068510","language":[{"iso":"eng"}],"series_title":"Verlagsschriftenreihe des Heinz Nixdorf Instituts","publication":"On-The-Fly Computing -- Individualized IT-services in dynamic markets","type":"book_chapter","department":[{"_id":"7"}],"file":[{"relation":"main_file","date_updated":"2023-07-07T11:19:40Z","file_name":"B3-Chapter-SFB-Buch-Final.pdf","file_size":370888,"access_level":"open_access","file_id":"45887","content_type":"application/pdf","creator":"florida","date_created":"2023-07-07T07:55:57Z"}],"date_created":"2023-07-07T07:56:08Z"},{"type":"preprint","oa":"1","external_id":{"arxiv":["2305.13764"]},"date_created":"2023-07-09T11:25:48Z","abstract":[{"text":"Label noise poses an important challenge in machine learning, especially in\r\ndeep learning, in which large models with high expressive power dominate the\r\nfield. Models of that kind are prone to memorizing incorrect labels, thereby\r\nharming generalization performance. Many methods have been proposed to address\r\nthis problem, including robust loss functions and more complex label correction\r\napproaches. Robust loss functions are appealing due to their simplicity, but\r\ntypically lack flexibility, while label correction usually adds substantial\r\ncomplexity to the training setup. In this paper, we suggest to address the\r\nshortcomings of both methodologies by \"ambiguating\" the target information,\r\nadding additional, complementary candidate labels in case the learner is not\r\nsufficiently convinced of the observed training label. More precisely, we\r\nleverage the framework of so-called superset learning to construct set-valued\r\ntargets based on a confidence threshold, which deliver imprecise yet more\r\nreliable beliefs about the ground-truth, effectively helping the learner to\r\nsuppress the memorization effect. In an extensive empirical evaluation, our\r\nmethod demonstrates favorable learning behavior on synthetic and real-world\r\nnoise, confirming the effectiveness in detecting and correcting erroneous\r\ntraining labels.","lang":"eng"}],"publication":"arXiv:2305.13764","citation":{"short":"J. Lienen, E. Hüllermeier, ArXiv:2305.13764 (2023).","chicago":"Lienen, Julian, and Eyke Hüllermeier. “Mitigating Label Noise through Data Ambiguation.” <i>ArXiv:2305.13764</i>, 2023.","ieee":"J. Lienen and E. Hüllermeier, “Mitigating Label Noise through Data Ambiguation,” <i>arXiv:2305.13764</i>. 2023.","apa":"Lienen, J., &#38; Hüllermeier, E. (2023). Mitigating Label Noise through Data Ambiguation. In <i>arXiv:2305.13764</i>.","bibtex":"@article{Lienen_Hüllermeier_2023, title={Mitigating Label Noise through Data Ambiguation}, journal={arXiv:2305.13764}, author={Lienen, Julian and Hüllermeier, Eyke}, year={2023} }","ama":"Lienen J, Hüllermeier E. Mitigating Label Noise through Data Ambiguation. <i>arXiv:230513764</i>. Published online 2023.","mla":"Lienen, Julian, and Eyke Hüllermeier. “Mitigating Label Noise through Data Ambiguation.” <i>ArXiv:2305.13764</i>, 2023."},"user_id":"44040","main_file_link":[{"url":"https://arxiv.org/abs/2305.13764","open_access":"1"}],"language":[{"iso":"eng"}],"_id":"45911","date_updated":"2023-07-09T11:26:21Z","year":"2023","status":"public","title":"Mitigating Label Noise through Data Ambiguation","author":[{"full_name":"Lienen, Julian","last_name":"Lienen","first_name":"Julian","id":"44040"},{"id":"48129","last_name":"Hüllermeier","first_name":"Eyke","full_name":"Hüllermeier, Eyke"}]},{"series_title":"Verlagsschriftenreihe des Heinz Nixdorf Instituts","language":[{"iso":"eng"}],"doi":"10.5281/zenodo.8068430","year":"2023","title":"Empirical Analysis in Markets for OTF Services","author":[{"last_name":"Elrich","first_name":"Alina","full_name":"Elrich, Alina","id":"28948"},{"id":"18949","full_name":"Kaimann, Daniel","first_name":"Daniel","last_name":"Kaimann"},{"id":"111","full_name":"Fahr, René","first_name":"René","last_name":"Fahr"},{"id":"21117","full_name":"Kundisch, Dennis","last_name":"Kundisch","first_name":"Dennis"},{"full_name":"Mir Djawadi, Behnud","orcid":"0000-0002-6271-5912","first_name":"Behnud","last_name":"Mir Djawadi","id":"26032"},{"full_name":"Müller, Michelle","first_name":"Michelle","last_name":"Müller","id":"50286"},{"id":"32441","full_name":"Poniatowski, Martin","last_name":"Poniatowski","first_name":"Martin"},{"first_name":"Sabrina","last_name":"Schäfers","full_name":"Schäfers, Sabrina","id":"38794"},{"first_name":"Bernd","last_name":"Frick","full_name":"Frick, Bernd","id":"16019"}],"date_updated":"2023-07-12T07:25:55Z","intvolume":"       412","file":[{"date_created":"2023-07-07T07:14:49Z","creator":"florida","file_id":"45881","content_type":"application/pdf","relation":"main_file","date_updated":"2023-07-07T11:22:39Z","file_name":"A4-Chapter-SFB-Buch-Final.pdf","file_size":513106,"access_level":"open_access"}],"date_created":"2023-07-07T07:15:06Z","type":"book_chapter","department":[{"_id":"19"}],"publication":"On-The-Fly Computing -- Individualized IT-services in dynamic markets","page":"45-64","publisher":"Heinz Nixdorf Institut, Universität Paderborn","_id":"45880","user_id":"15504","ddc":["004"],"volume":412,"editor":[{"full_name":"Haake, Claus-Jochen","last_name":"Haake","first_name":"Claus-Jochen"},{"full_name":"Meyer auf der Heide, Friedhelm","last_name":"Meyer auf der Heide","first_name":"Friedhelm"},{"first_name":"Marco","last_name":"Platzner","full_name":"Platzner, Marco"},{"first_name":"Henning","last_name":"Wachsmuth","full_name":"Wachsmuth, Henning"},{"last_name":"Wehrheim","first_name":"Heike","full_name":"Wehrheim, Heike"}],"status":"public","has_accepted_license":"1","place":"Paderborn","oa":"1","file_date_updated":"2023-07-07T11:22:39Z","citation":{"bibtex":"@inbook{Elrich_Kaimann_Fahr_Kundisch_Mir Djawadi_Müller_Poniatowski_Schäfers_Frick_2023, place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Empirical Analysis in Markets for OTF Services}, volume={412}, DOI={<a href=\"https://doi.org/10.5281/zenodo.8068430\">10.5281/zenodo.8068430</a>}, booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets}, publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Elrich, Alina and Kaimann, Daniel and Fahr, René and Kundisch, Dennis and Mir Djawadi, Behnud and Müller, Michelle and Poniatowski, Martin and Schäfers, Sabrina and Frick, Bernd}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={45–64}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }","ama":"Elrich A, Kaimann D, Fahr R, et al. Empirical Analysis in Markets for OTF Services. In: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:45-64. doi:<a href=\"https://doi.org/10.5281/zenodo.8068430\">10.5281/zenodo.8068430</a>","mla":"Elrich, Alina, et al. “Empirical Analysis in Markets for OTF Services.” <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 45–64, doi:<a href=\"https://doi.org/10.5281/zenodo.8068430\">10.5281/zenodo.8068430</a>.","chicago":"Elrich, Alina, Daniel Kaimann, René Fahr, Dennis Kundisch, Behnud Mir Djawadi, Michelle Müller, Martin Poniatowski, Sabrina Schäfers, and Bernd Frick. “Empirical Analysis in Markets for OTF Services.” In <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:45–64. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. <a href=\"https://doi.org/10.5281/zenodo.8068430\">https://doi.org/10.5281/zenodo.8068430</a>.","short":"A. Elrich, D. Kaimann, R. Fahr, D. Kundisch, B. Mir Djawadi, M. Müller, M. Poniatowski, S. Schäfers, B. Frick, in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 45–64.","ieee":"A. Elrich <i>et al.</i>, “Empirical Analysis in Markets for OTF Services,” in <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i>, vol. 412, C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 45–64.","apa":"Elrich, A., Kaimann, D., Fahr, R., Kundisch, D., Mir Djawadi, B., Müller, M., Poniatowski, M., Schäfers, S., &#38; Frick, B. (2023). Empirical Analysis in Markets for OTF Services. In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, &#38; H. Wehrheim (Eds.), <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i> (Vol. 412, pp. 45–64). Heinz Nixdorf Institut, Universität Paderborn. <a href=\"https://doi.org/10.5281/zenodo.8068430\">https://doi.org/10.5281/zenodo.8068430</a>"},"project":[{"name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten ","grant_number":"160364472","_id":"1"},{"name":"SFB 901 - A: SFB 901 - Project Area A","_id":"2"},{"grant_number":"160364472","_id":"8","name":"SFB 901 - A4: SFB 901 - Empirische Analysen in Märkten für OTF Dienstleistungen (Subproject A4)"}]}]