TY - JOUR A1 - Oneto, Luca A1 - Bunte, Kerstin A1 - Schleif, Frank-Michael T1 - Advances in artificial neural networks, machine learning and computational intelligence: Selected papers from the 26th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2018) JF - Neurocomputing Y1 - 2019 U6 - https://doi.org/10.1016/J.NEUCOM.2019.01.081 VL - 342 SP - 1 EP - 5 ER - TY - CHAP A1 - Ewecker, Lukas A1 - Winkler, Timo A1 - Väth, Philipp A1 - Schwager, Robin A1 - Brühl, Tim A1 - Schleif, Frank-Michael T1 - How Important is the Temporal Context to Anticipate Oncoming Vehicles at Night? T2 - IEEE International Conference on Systems, Man, and Cybernetics, SMC 2023, Honolulu, Oahu, HI, USA, October 1-4, 2023 Y1 - 2023 U6 - https://doi.org/10.1109/SMC53992.2023.10394461 SP - 1000 EP - 1007 ER - TY - CHAP A1 - Röder, Manuel A1 - Schleif, Frank-Michael T1 - Sparse Uncertainty-Informed Sampling from Federated Streaming Data T2 - 32nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2024, Bruges, Belgium, October 9-11, 2024 Y1 - 2024 U6 - https://doi.org/10.14428/ESANN/2024.ES2024-9 ER - TY - JOUR A1 - Münch, Maximilian A1 - Röder, Manuel A1 - Heilig, Simon A1 - Raab, Christoph A1 - Schleif, Frank-Michael T1 - Static and adaptive subspace information fusion for indefinite heterogeneous proximity data JF - Neurocomputing Y1 - 2023 U6 - https://doi.org/10.1016/J.NEUCOM.2023.126635 VL - 555 SP - 126635 EP - 126635 ER - TY - JOUR A1 - Raab, Christoph A1 - Heusinger, Moritz A1 - Schleif, Frank-Michael T1 - Reactive Soft Prototype Computing for Concept Drift Streams JF - CoRR Y1 - 2020 VL - abs/2007.05432 ER - TY - JOUR A1 - Raab, Christoph A1 - Schleif, Frank-Michael T1 - Transfer learning extensions for the probabilistic classification vector machine JF - CoRR Y1 - 2020 VL - abs/2007.07090 ER - TY - CHAP A1 - Xu, Bangguo A1 - Yan, Simei A1 - Liu, Liang A1 - Schleif, Frank-Michael ED - Villmann, Thomas ED - Kaden, Marika ED - Geweniger, Tina ED - Schleif, Frank-Michael T1 - Optimizing YOLOv5 for Green AI: A Study on Model Pruning and Lightweight Networks T2 - Advances in Self-Organizing Maps, Learning Vector Quantization, Interpretable Machine Learning, and Beyond - Proceedings of the 15th International Workshop, WSOM+ 2024, Mittweida, Germany, July 10-12, 2024 Y1 - 2024 U6 - https://doi.org/10.1007/978-3-031-67159-3\_22 VL - 1087 SP - 196 EP - 205 ER - TY - CHAP A1 - Schleif, Frank-Michael ED - Villmann, Thomas ED - Kaden, Marika ED - Geweniger, Tina ED - Schleif, Frank-Michael T1 - Practical Approaches to Approximate Dominant Eigenvalues in Large Matrices T2 - Advances in Self-Organizing Maps, Learning Vector Quantization, Interpretable Machine Learning, and Beyond - Proceedings of the 15th International Workshop, WSOM+ 2024, Mittweida, Germany, July 10-12, 2024 Y1 - 2024 U6 - https://doi.org/10.1007/978-3-031-67159-3\_14 VL - 1087 SP - 118 EP - 128 ER - TY - CHAP A1 - Röder, Manuel A1 - Schleif, Frank-Michael ED - Bunse, Mirko ED - Herde, Marek ED - Krempl, Georg ED - Lemaire, Vincent ED - Tharwat, Alaa ED - Tuan Pham, Minh ED - Saadallah, Amal T1 - Deep Transfer Hashing for Adaptive Learning on Federated Streaming Data T2 - Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2024), Vilnius, Lithuania, September 9th, 2024 Y1 - 2024 VL - 3770 SP - 7 EP - 11 ER - TY - CHAP A1 - Röder, Manuel A1 - Münch, Maximilian A1 - Raab, Christoph A1 - Schleif, Frank-Michael ED - Castrillón Santana, Modesto ED - De Marsico, Maria ED - Fred, Ana T1 - Crossing Domain Borders with Federated Few-Shot Adaptation T2 - Proceedings of the 13th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2024, Rome, Italy, February 24-26, 2024 Y1 - 2024 U6 - https://doi.org/10.5220/0012351900003654 SP - 511 EP - 521 ER - TY - JOUR A1 - Röder, Manuel A1 - Schleif, Frank-Michael T1 - Sparse Uncertainty-Informed Sampling from Federated Streaming Data JF - CoRR Y1 - 2024 U6 - https://doi.org/10.48550/ARXIV.2408.17108 VL - abs/2408.17108 ER - TY - JOUR A1 - Röder, Manuel A1 - Schleif, Frank-Michael T1 - Deep Transfer Hashing for Adaptive Learning on Federated Streaming Data JF - CoRR Y1 - 2024 U6 - https://doi.org/10.48550/ARXIV.2409.12575 VL - abs/2409.12575 ER - TY - JOUR A1 - Röder, Manuel A1 - Heller, Leon A1 - Münch, Maximilian A1 - Schleif, Frank-Michael T1 - Efficient Cross-Domain Federated Learning by MixStyle Approximation JF - CoRR Y1 - 2023 U6 - https://doi.org/10.48550/ARXIV.2312.07064 VL - abs/2312.07064 ER - TY - CHAP A1 - Bunte, Kerstin A1 - Kaden, Marika A1 - Schleif, Frank-Michael ED - Merényi, Erzsébet ED - Mendenhall, Michael J. ED - O’Driscoll, Patrick T1 - Low-Rank Kernel Space Representations in Prototype Learning T2 - Advances in Self-Organizing Maps and Learning Vector Quantization - Proceedings of the 11th International Workshop WSOM 2016, Houston, Texas, USA, January 6-8, 2016 Y1 - 2016 U6 - https://doi.org/10.1007/978-3-319-28518-4_30 SP - 341 EP - 353 ER - TY - JOUR A1 - Embrechts, Mark J. A1 - Rossi, Fabrice A1 - Schleif, Frank-Michael A1 - Aldo Lee, John T1 - Advances in artificial neural networks, machine learning, and computational intelligence (ESANN 2013) JF - Neurocomputing Y1 - 2014 U6 - https://doi.org/10.1016/j.neucom.2014.03.002 VL - 141 SP - 1 EP - 2 ER - TY - JOUR A1 - Hofmann, Daniela A1 - Schleif, Frank-Michael A1 - Paaßen, Benjamin A1 - Hammer, Barbara T1 - Learning interpretable kernelized prototype-based models JF - Neurocomputing Y1 - 2014 U6 - https://doi.org/10.1016/j.neucom.2014.03.003 VL - 141 SP - 84 EP - 96 ER - TY - CHAP A1 - Münch, Maximilian A1 - Sophie Bohnsack, Katrin A1 - Engelsberger, Alexander A1 - Schleif, Frank-Michael A1 - Villmann, Thomas T1 - Sparse Nyström Approximation for Non-Vectorial Data Using Class-informed Landmark Selection T2 - 31st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2023, Bruges, Belgium, October 4-6, 2023 Y1 - 2023 U6 - https://doi.org/10.14428/ESANN/2023.ES2023-136 ER - TY - CHAP A1 - Heusinger, Moritz A1 - Schleif, Frank-Michael ED - Rojas, Ignacio ED - Joya, Gonzalo ED - Català, Andreu T1 - Classification in Non-stationary Environments Using Coresets over Sliding Windows T2 - Advances in Computational Intelligence - 16th International Work-Conference on Artificial Neural Networks, IWANN 2021, Virtual Event, June 16-18, 2021, Proceedings, Part I Y1 - 2021 U6 - https://doi.org/10.1007/978-3-030-85030-2_11 SP - 126 EP - 137 ER - TY - CHAP A1 - Heusinger, Moritz A1 - Schleif, Frank-Michael ED - Rutkowski, Leszek ED - Scherer, Rafal ED - Korytkowski, Marcin ED - Pedrycz, Witold ED - Tadeusiewicz, Ryszard ED - Zurada, Jacek M. T1 - A Streaming Approach to the Core Vector Machine T2 - Artificial Intelligence and Soft Computing - 21st International Conference, ICAISC 2022, Zakopane, Poland, June 19-23, 2022, Proceedings, Part II Y1 - 2023 U6 - https://doi.org/10.1007/978-3-031-23480-4_8 SP - 91 EP - 101 ER - TY - CHAP A1 - Münch, Maximilian A1 - Raab, Christoph A1 - Heilig, Simon A1 - Röder, Manuel A1 - Schleif, Frank-Michael T1 - Adaptive multi-modal positive semi-definite and indefinite kernel fusion for binary classification T2 - 30th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2022, Bruges, Belgium, October 5-7, 2022 Y1 - 2022 U6 - https://doi.org/10.14428/esann/2022.ES2022-70 ER - TY - CHAP A1 - Münch, Maximilian A1 - Heilig, Simon A1 - Schleif, Frank-Michael T1 - Multi-perspective embedding for non-metric time series classification T2 - 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2021, Online event (Bruges, Belgium), October 6-8, 2021 Y1 - 2021 U6 - https://doi.org/10.14428/esann/2021.ES2021-114 ER - TY - CHAP A1 - Heusinger, Moritz A1 - Raab, Christoph A1 - Rossi, Fabrice A1 - Schleif, Frank-Michael T1 - Federated Learning - Methods, Applications and beyond T2 - 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2021, Online event (Bruges, Belgium), October 6-8, 2021 Y1 - 2021 U6 - https://doi.org/10.14428/esann/2021.ES2021-4 ER - TY - CHAP A1 - Raab, Christoph A1 - Saralajew, Sascha A1 - Schleif, Frank-Michael T1 - Domain Adversarial Tangent Learning Towards Interpretable Domain Adaptation T2 - 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2021, Online event (Bruges, Belgium), October 6-8, 2021 Y1 - 2021 U6 - https://doi.org/10.14428/esann/2021.ES2021-103 ER - TY - CHAP A1 - Heilig, Simon A1 - Münch, Maximilian A1 - Schleif, Frank-Michael T1 - Memory Efficient Kernel Approximation for Non-Stationary and Indefinite Kernels T2 - International Joint Conference on Neural Networks, IJCNN 2022, Padua, Italy, July 18-23, 2022 Y1 - 2022 U6 - https://doi.org/10.1109/IJCNN55064.2022.9892153 SP - 1 EP - 8 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Kabán, Ata A1 - Tiño, Peter ED - Schwenker, Friedhelm ED - Abbas, Hazem M. ED - El Gayar, Neamat ED - Trentin, Edmondo T1 - Finding Small Sets of Random Fourier Features for Shift-Invariant Kernel Approximation T2 - Artificial Neural Networks in Pattern Recognition - 7th IAPR TC3 Workshop, ANNPR 2016, Ulm, Germany, September 28-30, 2016, Proceedings Y1 - 2016 U6 - https://doi.org/10.1007/978-3-319-46182-3_4 SP - 42 EP - 54 ER - TY - CHAP A1 - Schleif, Frank-Michael ED - Lintas, Alessandra ED - Rovetta, Stefano ED - Verschure, Paul F. M. J. ED - Villa, Alessandro E. P. T1 - Indefinite Support Vector Regression T2 - Artificial Neural Networks and Machine Learning - ICANN 2017 - 26th International Conference on Artificial Neural Networks, Alghero, Italy, September 11-14, 2017, Proceedings, Part II Y1 - 2017 U6 - https://doi.org/10.1007/978-3-319-68612-7_36 SP - 313 EP - 321 ER - TY - CHAP A1 - Schleif, Frank-Michael ED - Lamirel, Jean-Charles ED - Cottrell, Marie ED - Olteanu, Madalina T1 - Small sets of random Fourier features by kernelized Matrix LVQ T2 - 12th International Workshop on Self-Organizing Maps and Learning Vector Quantization, Clustering and Data Visualization, WSOM 2017, Nancy, France, June 28-30, 2017 Y1 - 2017 U6 - https://doi.org/10.1109/WSOM.2017.8020026 SP - 192 EP - 196 ER - TY - JOUR A1 - Oneto, Luca A1 - Navarin, Nicolò A1 - Schleif, Frank-Michael T1 - Advances in artificial neural networks, machine learning and computational intelligence JF - Neurocomputing Y1 - 2022 U6 - https://doi.org/10.1016/j.neucom.2022.08.001 VL - 507 SP - 311 EP - 314 ER - TY - CHAP A1 - Heusinger, Moritz A1 - Raab, Christoph A1 - Schleif, Frank-Michael T1 - Analyzing Dynamic Social Media Data via Random Projection - A New Challenge for Stream Classifiers T2 - 2020 IEEE Conference on Evolving and Adaptive Intelligent Systems, EAIS 2020, Bari, Italy, May 27-29, 2020 Y1 - 2020 U6 - https://doi.org/10.1109/EAIS48028.2020.9122780 SP - 1 EP - 8 ER - TY - CHAP A1 - Heusinger, Moritz A1 - Schleif, Frank-Michael T1 - Random Projection in supervised non-stationary environments T2 - 28th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2020, Bruges, Belgium, October 2-4, 2020 Y1 - 2020 SP - 405 EP - 410 ER - TY - JOUR A1 - Raab, Christoph A1 - Heusinger, Moritz A1 - Schleif, Frank-Michael T1 - Reactive Soft Prototype Computing for Concept Drift Streams JF - Neurocomputing Y1 - 2020 U6 - https://doi.org/10.1016/j.neucom.2019.11.111 VL - 416 SP - 340 EP - 351 ER - TY - CHAP A1 - Zhu, Xibin A1 - Schleif, Frank-Michael A1 - Hammer, Barbara ED - Rojas, Ignacio ED - Joya Caparrós, Gonzalo ED - Cabestany, Joan T1 - Secure Semi-supervised Vector Quantization for Dissimilarity Data T2 - Advances in Computational Intelligence - 12th International Work-Conference on Artificial Neural Networks, IWANN 2013, Puerto de la Cruz, Tenerife, Spain, June 12-14, 2013, Proceedings, Part I Y1 - 2013 U6 - https://doi.org/10.1007/978-3-642-38679-4_34 SP - 347 EP - 356 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Zhu, Xibin A1 - Hammer, Barbara ED - Pechenizkiy, Mykola ED - Wojciechowski, Marek T1 - Soft Competitive Learning for Large Data Sets T2 - New Trends in Databases and Information Systems, Workshop Proceedings of the 16th East European Conference, ADBIS 2012, Poznań, Poland, September 17-21, 2012 Y1 - 2012 U6 - https://doi.org/10.1007/978-3-642-32518-2\_14 VL - 185 SP - 141 EP - 151 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Zhu, Xibin A1 - Hammer, Barbara ED - Yin, Hujun ED - Tang, Ke ED - Gao, Yang ED - Klawonn, Frank ED - Lee, Minho ED - Weise, Thomas ED - Li, Bin ED - Yao, Xin T1 - Sparse Prototype Representation by Core Sets T2 - Intelligent Data Engineering and Automated Learning - IDEAL 2013 - 14th International Conference, IDEAL 2013, Hefei, China, October 20-23, 2013. Proceedings Y1 - 2013 U6 - https://doi.org/10.1007/978-3-642-41278-3_37 SP - 302 EP - 309 ER - TY - CHAP A1 - Zhu, Xibin A1 - Schleif, Frank-Michael A1 - Hammer, Barbara T1 - Semi-Supervised Vector Quantization for proximity data T2 - 21st European Symposium on Artificial Neural Networks, ESANN 2013, Bruges, Belgium, April 24-26, 2013 Y1 - 2013 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Mokbel, Bassam A1 - Gisbrecht, Andrej A1 - Theunissen, Leslie A1 - Dürr, Volker A1 - Hammer, Barbara ED - Villa, Alessandro E. P. ED - Duch, Wlodzislaw ED - Érdi, Péter ED - Masulli, Francesco ED - Palm, Günther T1 - Learning Relevant Time Points for Time-Series Data in the Life Sciences T2 - Artificial Neural Networks and Machine Learning - ICANN 2012 - 22nd International Conference on Artificial Neural Networks, Lausanne, Switzerland, September 11-14, 2012, Proceedings, Part II Y1 - 2012 U6 - https://doi.org/10.1007/978-3-642-33266-1_66 SP - 531 EP - 539 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Zhu, Xibin A1 - Hammer, Barbara ED - Iliadis, Lazaros S. ED - Maglogiannis, Ilias ED - Papadopoulos, Harris ED - Karatzas, Kostas D. ED - Sioutas, Spyros T1 - A Conformal Classifier for Dissimilarity Data T2 - Artificial Intelligence Applications and Innovations - AIAI 2012 International Workshops: AIAB, AIeIA, CISE, COPA, IIVC, ISQL, MHDW, and WADTMB, Halkidiki, Greece, September 27-30, 2012, Proceedings, Part II Y1 - 2012 U6 - https://doi.org/10.1007/978-3-642-33412-2_24 SP - 234 EP - 243 ER - TY - CHAP A1 - Hammer, Barbara A1 - Mokbel, Bassam A1 - Schleif, Frank-Michael A1 - Zhu, Xibin ED - Corchado, Emilio ED - Snásel, Václav ED - Abraham, Ajith ED - Wozniak, Michal ED - Graña, Manuel ED - Cho, Sung-Bae T1 - White Box Classification of Dissimilarity Data T2 - Hybrid Artificial Intelligent Systems - 7th International Conference, HAIS 2012, Salamanca, Spain, March 28-30th, 2012. Proceedings, Part I Y1 - 2012 U6 - https://doi.org/10.1007/978-3-642-28942-2_28 SP - 309 EP - 321 ER - TY - CHAP A1 - Zhu, Xibin A1 - Schleif, Frank-Michael A1 - Hammer, Barbara ED - Wang, Jun ED - Yen, Gary G. ED - Polycarpou, Marios M. T1 - Patch Processing for Relational Learning Vector Quantization T2 - Advances in Neural Networks - ISNN 2012 - 9th International Symposium on Neural Networks, Shenyang, China, July 11-14, 2012. Proceedings, Part I Y1 - 2012 U6 - https://doi.org/10.1007/978-3-642-31346-2_7 SP - 55 EP - 63 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Gisbrecht, Andrej A1 - Hammer, Barbara T1 - Relevance learning for short high-dimensional time series in the life sciences T2 - The 2012 International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia, June 10-15, 2012 Y1 - 2012 U6 - https://doi.org/10.1109/IJCNN.2012.6252653 SP - 1 EP - 8 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Zhu, Xibin A1 - Gisbrecht, Andrej A1 - Hammer, Barbara T1 - Fast approximated relational and kernel clustering T2 - Proceedings of the 21st International Conference on Pattern Recognition, ICPR 2012, Tsukuba, Japan, November 11-15, 2012 Y1 - 2012 SP - 1229 EP - 1232 ER - TY - CHAP A1 - Schleif, Frank-Michael ED - Wermter, Stefan ED - Weber, Cornelius ED - Duch, Wlodzislaw ED - Honkela, Timo ED - Koprinkova-Hristova, Petia D. ED - Magg, Sven ED - Palm, Günther ED - Villa, Alessandro E. P. T1 - Discriminative Fast Soft Competitive Learning T2 - Artificial Neural Networks and Machine Learning - ICANN 2014 - 24th International Conference on Artificial Neural Networks, Hamburg, Germany, September 15-19, 2014. Proceedings Y1 - 2014 U6 - https://doi.org/10.1007/978-3-319-11179-7_11 SP - 81 EP - 88 ER - TY - CHAP A1 - Münch, Maximilian A1 - Heilig, Simon A1 - Väth, Philipp A1 - Schleif, Frank-Michael T1 - Scalable embedding of multiple perspectives for indefinite life-science data analysis T2 - IEEE Symposium Series on Computational Intelligence, SSCI 2021, Orlando, FL, USA, December 5-7, 2021 Y1 - 2021 U6 - https://doi.org/10.1109/SSCI50451.2021.9659914 SP - 1 EP - 8 ER - TY - JOUR A1 - Zhu, Xibin A1 - Schleif, Frank-Michael A1 - Hammer, Barbara T1 - Adaptive conformal semi-supervised vector quantization for dissimilarity data JF - Pattern Recognition Letters Y1 - 2014 U6 - https://doi.org/10.1016/j.patrec.2014.07.009 VL - 49 SP - 138 EP - 145 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Raab, Christoph A1 - Tiño, Peter T1 - Sparsification of core set models in non-metric supervised learning JF - Pattern Recognition Letters Y1 - 2020 U6 - https://doi.org/10.1016/j.patrec.2019.10.024 VL - 129 SP - 1 EP - 7 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Tiño, Peter A1 - Liang, Yingyu T1 - Learning in indefinite proximity spaces - recent trends T2 - 24th European Symposium on Artificial Neural Networks, ESANN 2016, Bruges, Belgium, April 27-29, 2016 Y1 - 2016 ER - TY - JOUR A1 - Strickert, Marc A1 - Bunte, Kerstin A1 - Schleif, Frank-Michael A1 - Hüllermeier, Eyke T1 - Correlation-based embedding of pairwise score data JF - Neurocomputing Y1 - 2014 U6 - https://doi.org/10.1016/j.neucom.2014.01.049 VL - 141 SP - 97 EP - 109 ER - TY - JOUR A1 - Raab, Christoph A1 - Schleif, Frank-Michael T1 - Transfer learning extensions for the probabilistic classification vector machine JF - Neurocomputing Y1 - 2020 U6 - https://doi.org/10.1016/j.neucom.2019.09.104 VL - 397 SP - 320 EP - 330 ER - TY - JOUR A1 - Micheli, Alessio A1 - Schleif, Frank-Michael A1 - Tiño, Peter T1 - Novel approaches in machine learning and computational intelligence JF - Neurocomputing Y1 - 2013 U6 - https://doi.org/10.1016/j.neucom.2013.01.005 VL - 112 SP - 1 EP - 3 ER - TY - CHAP A1 - Schleif, Frank-Michael T1 - Proximity learning for non-standard big data T2 - 22th European Symposium on Artificial Neural Networks, ESANN 2014, Bruges, Belgium, April 23-25, 2014 Y1 - 2014 ER - TY - CHAP A1 - Raab, Christoph A1 - Väth, Philipp A1 - Meier, Peter A1 - Schleif, Frank-Michael ED - Ishikawa, Hiroshi ED - Liu, Cheng-Lin ED - Pajdla, Tomás ED - Shi, Jianbo T1 - Bridging Adversarial and Statistical Domain Transfer via Spectral Adaptation Networks T2 - Computer Vision - ACCV 2020 - 15th Asian Conference on Computer Vision, Kyoto, Japan, November 30 - December 4, 2020, Revised Selected Papers, Part III Y1 - 2020 U6 - https://doi.org/10.1007/978-3-030-69535-4_28 SP - 457 EP - 473 ER -