@article{SchleifZhuHammer, author = {Schleif, Frank-Michael and Zhu, Xibin and Hammer, Barbara}, title = {Sparse conformal prediction for dissimilarity data}, series = {Annals of Mathematics and Artificial Intelligence}, volume = {74}, journal = {Annals of Mathematics and Artificial Intelligence}, number = {1-2}, doi = {10.1007/s10472-014-9402-1}, pages = {95 -- 116}, language = {en} } @article{GisbrechtSchleif, author = {Gisbrecht, Andrej and Schleif, Frank-Michael}, title = {Metric and non-metric proximity transformations at linear costs}, series = {Neurocomputing}, volume = {167}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2015.04.017}, pages = {643 -- 657}, language = {en} } @article{Schleif, author = {Schleif, Frank-Michael}, title = {Generic probabilistic prototype based classification of vectorial and proximity data}, series = {Neurocomputing}, volume = {154}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2014.12.002}, pages = {208 -- 216}, language = {en} } @inproceedings{KlehrEngelmannSchleifetal., author = {Klehr, Lukas and Engelmann, Bastian and Schleif, Frank-Michael and Regulin, Daniel}, title = {Contextualized Segmentation of Milling Processes Using Discrete Rule-Based Pattern Recognition}, series = {Engineering Applications of Neural Networks - 26th International Conference, EANN 2025, Limassol, Cyprus, June 26-29, 2025, Proceedings, Part II}, volume = {2582}, booktitle = {Engineering Applications of Neural Networks - 26th International Conference, EANN 2025, Limassol, Cyprus, June 26-29, 2025, Proceedings, Part II}, editor = {Iliadis, Lazaros S. and Maglogiannis, Ilias and Kyriacou, Efthyvoulos and Jayne, Chrisina}, doi = {10.1007/978-3-031-96199-1\_18}, pages = {238 -- 254}, language = {en} } @inproceedings{MuenchRoederSchleif, author = {M{\"u}nch, Maximilian and R{\"o}der, Manuel and Schleif, Frank-Michael}, title = {Unlocking the Potential of Non-PSD Kernel Matrices: A Polar Decomposition-based Transformation for Improved Prediction Models}, series = {Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, CIKM 2023, Birmingham, United Kingdom, October 21-25, 2023}, booktitle = {Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, CIKM 2023, Birmingham, United Kingdom, October 21-25, 2023}, editor = {Frommholz, Ingo and Hopfgartner, Frank and Lee, Mark and Oakes, Michael and Lalmas, Mounia and Zhang, Min and Santos, Rodrygo L. T.}, doi = {10.1145/3583780.3615102}, pages = {1867 -- 1876}, language = {en} } @inproceedings{PolatoHammerSchleif, author = {Polato, Mirko and Hammer, Barbara and Schleif, Frank-Michael}, title = {Machine learning in distributed, federated and non-stationary environments - recent trends}, series = {32nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2024, Bruges, Belgium, October 9-11, 2024}, booktitle = {32nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2024, Bruges, Belgium, October 9-11, 2024}, doi = {10.14428/ESANN/2024.ES2024-3}, language = {en} } @article{OnetoBunteSchleif, author = {Oneto, Luca and Bunte, Kerstin and Schleif, Frank-Michael}, title = {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)}, series = {Neurocomputing}, volume = {342}, journal = {Neurocomputing}, doi = {10.1016/J.NEUCOM.2019.01.081}, pages = {1 -- 5}, language = {en} } @inproceedings{EweckerWinklerVaethetal., author = {Ewecker, Lukas and Winkler, Timo and V{\"a}th, Philipp and Schwager, Robin and Br{\"u}hl, Tim and Schleif, Frank-Michael}, title = {How Important is the Temporal Context to Anticipate Oncoming Vehicles at Night?}, series = {IEEE International Conference on Systems, Man, and Cybernetics, SMC 2023, Honolulu, Oahu, HI, USA, October 1-4, 2023}, booktitle = {IEEE International Conference on Systems, Man, and Cybernetics, SMC 2023, Honolulu, Oahu, HI, USA, October 1-4, 2023}, doi = {10.1109/SMC53992.2023.10394461}, pages = {1000 -- 1007}, language = {en} } @inproceedings{RoederSchleif, author = {R{\"o}der, Manuel and Schleif, Frank-Michael}, title = {Sparse Uncertainty-Informed Sampling from Federated Streaming Data}, series = {32nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2024, Bruges, Belgium, October 9-11, 2024}, booktitle = {32nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2024, Bruges, Belgium, October 9-11, 2024}, doi = {10.14428/ESANN/2024.ES2024-9}, language = {en} } @article{MuenchRoederHeiligetal., author = {M{\"u}nch, Maximilian and R{\"o}der, Manuel and Heilig, Simon and Raab, Christoph and Schleif, Frank-Michael}, title = {Static and adaptive subspace information fusion for indefinite heterogeneous proximity data}, series = {Neurocomputing}, volume = {555}, journal = {Neurocomputing}, doi = {10.1016/J.NEUCOM.2023.126635}, pages = {126635 -- 126635}, language = {en} } @article{RaabHeusingerSchleif, author = {Raab, Christoph and Heusinger, Moritz and Schleif, Frank-Michael}, title = {Reactive Soft Prototype Computing for Concept Drift Streams}, series = {CoRR}, volume = {abs/2007.05432}, journal = {CoRR}, language = {en} } @article{RaabSchleif, author = {Raab, Christoph and Schleif, Frank-Michael}, title = {Transfer learning extensions for the probabilistic classification vector machine}, series = {CoRR}, volume = {abs/2007.07090}, journal = {CoRR}, language = {en} } @inproceedings{XuYanLiuetal., author = {Xu, Bangguo and Yan, Simei and Liu, Liang and Schleif, Frank-Michael}, title = {Optimizing YOLOv5 for Green AI: A Study on Model Pruning and Lightweight Networks}, series = {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}, volume = {1087}, booktitle = {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}, editor = {Villmann, Thomas and Kaden, Marika and Geweniger, Tina and Schleif, Frank-Michael}, doi = {10.1007/978-3-031-67159-3\_22}, pages = {196 -- 205}, language = {en} } @inproceedings{Schleif, author = {Schleif, Frank-Michael}, title = {Practical Approaches to Approximate Dominant Eigenvalues in Large Matrices}, series = {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}, volume = {1087}, booktitle = {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}, editor = {Villmann, Thomas and Kaden, Marika and Geweniger, Tina and Schleif, Frank-Michael}, doi = {10.1007/978-3-031-67159-3\_14}, pages = {118 -- 128}, language = {en} }