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2183 Publications
2021 | Conference Paper | LibreCat-ID: 21005
Hasnain, A., & Karl, H. (n.d.). Learning Coflow Admissions. In IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). Vancouver BC Canada: IEEE Communications Society. https://doi.org/10.1109/INFOCOMWKSHPS51825.2021.9484599
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2021 | Journal Article | LibreCat-ID: 21065 | 
Haeb-Umbach, R., Heymann, J., Drude, L., Watanabe, S., Delcroix, M., & Nakatani, T. (2021). Far-Field Automatic Speech Recognition. Proceedings of the IEEE, 109(2), 124–148. https://doi.org/10.1109/JPROC.2020.3018668
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2021 | Journal Article | LibreCat-ID: 21092
Mohr, F., Wever, M. D., Tornede, A., & Hüllermeier, E. (n.d.). Predicting Machine Learning Pipeline Runtimes in the Context of Automated Machine Learning. IEEE Transactions on Pattern Analysis and Machine Intelligence.
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2021 | Conference Paper | LibreCat-ID: 21204 |
Kucklick, J.-P., & Müller, O. (2021). A Comparison of Multi-View Learning Strategies for Satellite Image-based Real Estate Appraisal. In The AAAI-21 Workshop on Knowledge Discovery from Unstructured Data in Financial Services.
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2021 | Journal Article | LibreCat-ID: 21264
Boschmann, A., Neuhaus, D., Vogt, S., Kaltschmidt, C., Platzner, M., & Dosen, S. (2021). Immersive augmented reality system for the training of pattern classification control with a myoelectric prosthesis. Journal of NeuroEngineering and Rehabilitation. https://doi.org/10.1186/s12984-021-00822-6
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2021 | Conference Paper | LibreCat-ID: 21478
Afifi, H., Ramaswamy, A., & Karl, H. (2021). Reinforcement Learning for Autonomous Vehicle Movements in Wireless Sensor Networks. In 2021 IEEE International Conference on Communications (ICC): IoT and Sensor Networks Symposium (IEEE ICC’21 - IoTSN Symposium). Montreal, Canada.
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2021 | Conference Paper | LibreCat-ID: 21479
Afifi, H., Ramaswamy, A., & Karl, H. (2021). A Reinforcement Learning QoI/QoS-Aware Approach in Acoustic Sensor Networks. In 2021 IEEE 18th Annual Consumer Communications \& Networking Conference (CCNC) (CCNC 2021).
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2021 | Journal Article | LibreCat-ID: 21535
Bengs, V., Busa-Fekete, R., El Mesaoudi-Paul, A., & Hüllermeier, E. (2021). Preference-based Online Learning with Dueling Bandits: A Survey. Journal of Machine Learning Research, 22(7), 1–108.
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2021 | Conference Paper | LibreCat-ID: 21543 |
Schneider, S. B., Qarawlus, H., & Karl, H. (2021). Distributed Online Service Coordination Using Deep Reinforcement Learning. In IEEE International Conference on Distributed Computing Systems (ICDCS). Washington, DC, USA: IEEE.
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2021 | Conference Paper | LibreCat-ID: 21610
Awais, M., Ghasemzadeh Mohammadi, H., & Platzner, M. (2021). LDAX: A Learning-based Fast Design Space Exploration Framework for Approximate Circuit Synthesis. In Proceedings of the ACM Great Lakes Symposium on VLSI (GLSVLSI) 2021 (pp. 27–32). Virtual: ACM. https://doi.org/10.1145/3453688.3461506
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2021 | Journal Article | LibreCat-ID: 23526 |
Schubert, D., Eikerling, H., & Holtmann, J. (2021). Application-Aware Intrusion Detection: A Systematic Literature Review, Implications for Automotive Systems, and Applicability of AutoML. Frontiers in Computer Science, 3. https://doi.org/10.3389/fcomp.2021.567873
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2021 | Conference Paper | LibreCat-ID: 23723
Sieger, L. N., Doğangün, A., & Mirbabaie, M. (2021). Teaching the Smart Home - User Experience in an Interactive Learning Phase. In Proceedings of the 8th Mensch und Computer.
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2021 | Conference Paper | LibreCat-ID: 22309
Awais, M., & Platzner, M. (2021). MCTS-Based Synthesis Towards Efficient Approximate Accelerators. Proceedings of IEEE Computer Society Annual Symposium on VLSI, 384–389.
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2021 | Conference Paper | LibreCat-ID: 22481
Sander, T., Lange, S., Hilleringmann, U., Geneis, V., Hedayat, C., Kuhn, H., & Gockel, F.-B. (2021). Detection of Defects on Irregular Structured Surfaces by Image Processing Methods for Feature Extraction. In 22nd IEEE International Conference on Industrial Technology (ICIT). Valencia, Spain : IEEE. https://doi.org/10.1109/icit46573.2021.9453646
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2021 | Bachelorsthesis | LibreCat-ID: 22483
Brede, M. (2021). Implementation and Profiling of XCS in the Context of Embedded Systems. Paderborn: Paderborn University.
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2021 | Preprint | LibreCat-ID: 22509 |
Lienen, J., & Hüllermeier, E. (2021). Credal Self-Supervised Learning. ArXiv:2106.11853.
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2021 | Conference Paper | LibreCat-ID: 22514 |
Kucklick, J.-P., Müller, J., Beverungen, D., & Müller, O. (2021). Quantifying the Impact of Location Data for Real Estate Appraisal – A GIS-based Deep Learning Approach. In European Conference on Information Systems. Virtual.
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2021 | Journal Article | LibreCat-ID: 22637
Ijäs, H., Shen, B., Heuer-Jungemann, A., Keller, A., Kostiainen, M. A., Liedl, T., … Linko, V. (2021). Unraveling the interaction between doxorubicin and DNA origami nanostructures for customizable chemotherapeutic drug release. Nucleic Acids Research, 49, 3048–3062. https://doi.org/10.1093/nar/gkab097
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2021 | Conference Paper | LibreCat-ID: 22913
Hüllermeier, E., Mohr, F., Tornede, A., & Wever, M. D. (2021). Automated Machine Learning, Bounded Rationality, and Rational Metareasoning. ECML/PKDD Workshop on Automating Data Science, Bilbao (Virtual).
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2021 | Conference Paper | LibreCat-ID: 22914
Mohr, F., & Wever, M. D. (2021). Replacing the Ex-Def Baseline in AutoML by Naive AutoML. 8th ICML Workshop on Automated Machine Learning, Virtual.
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