@inproceedings{MuenchRaabSchleif, author = {M{\"u}nch, Maximilian and Raab, Christoph and Schleif, Frank-Michael}, title = {Encoding of Indefinite Proximity Data: A Structure Preserving Perspective}, series = {Pattern Recognition Applications and Methods - 9th International Conference, ICPRAM 2020, Valletta, Malta, February 22-24, 2020, Revised Selected Papers}, booktitle = {Pattern Recognition Applications and Methods - 9th International Conference, ICPRAM 2020, Valletta, Malta, February 22-24, 2020, Revised Selected Papers}, editor = {De Marsico, Maria and Sanniti di Baja, Gabriella and Fred, Ana L. N.}, doi = {10.1007/978-3-030-66125-0_7}, pages = {112 -- 137}, language = {en} } @inproceedings{MuenchRaabBiehletal., author = {M{\"u}nch, Maximilian and Raab, Christoph and Biehl, Michael and Schleif, Frank-Michael}, title = {Structure Preserving Encoding of Non-euclidean Similarity Data}, series = {Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2020, Valletta, Malta, February 22-24, 2020}, booktitle = {Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2020, Valletta, Malta, February 22-24, 2020}, editor = {De Marsico, Maria and Sanniti di Baja, Gabriella and Fred, Ana L. N.}, doi = {10.5220/0008955100430051}, pages = {43 -- 51}, language = {en} } @inproceedings{RaabSchleif, author = {Raab, Christoph and Schleif, Frank-Michael}, title = {Low-Rank Subspace Override for Unsupervised Domain Adaptation}, series = {KI 2020: Advances in Artificial Intelligence - 43rd German Conference on AI, Bamberg, Germany, September 21-25, 2020, Proceedings}, booktitle = {KI 2020: Advances in Artificial Intelligence - 43rd German Conference on AI, Bamberg, Germany, September 21-25, 2020, Proceedings}, editor = {Schmid, Ute and Kl{\"u}gl, Franziska and Wolter, Diedrich}, doi = {10.1007/978-3-030-58285-2_10}, pages = {132 -- 147}, language = {en} } @inproceedings{HeusingerRaabSchleif, author = {Heusinger, Moritz and Raab, Christoph and Schleif, Frank-Michael}, title = {Passive Concept Drift Handling via Momentum Based Robust Soft Learning Vector Quantization}, series = {Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization - Proceedings of the 13th International Workshop, WSOM+ 2019, Barcelona, Spain, June 26-28, 2019}, booktitle = {Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization - Proceedings of the 13th International Workshop, WSOM+ 2019, Barcelona, Spain, June 26-28, 2019}, editor = {Vellido, Alfredo and Gibert, Karina and Angulo, Cecilio and David Mart{\i}́n-Guerrero, Jos{\´e}}, doi = {10.1007/978-3-030-19642-4_20}, pages = {200 -- 209}, language = {en} } @inproceedings{RaabHeusingerSchleif, author = {Raab, Christoph and Heusinger, Moritz and Schleif, Frank-Michael}, title = {Reactive Soft Prototype Computing for frequent reoccurring Concept Drift}, series = {27th European Symposium on Artificial Neural Networks, ESANN 2019, Bruges, Belgium, April 24-26, 2019}, booktitle = {27th European Symposium on Artificial Neural Networks, ESANN 2019, Bruges, Belgium, April 24-26, 2019}, language = {en} } @inproceedings{SchleifRaabTino, author = {Schleif, Frank-Michael and Raab, Christoph and Ti{\~n}o, Peter}, title = {Sparsification of Indefinite Learning Models}, series = {Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshop, S+SSPR 2018, Beijing, China, August 17-19, 2018, Proceedings}, booktitle = {Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshop, S+SSPR 2018, Beijing, China, August 17-19, 2018, Proceedings}, editor = {Bai, Xiao and Hancock, Edwin R. and Kam Ho, Tin and Wilson, Richard C. and Biggio, Battista and Robles-Kelly, Antonio}, doi = {10.1007/978-3-319-97785-0_17}, pages = {173 -- 183}, language = {en} } @inproceedings{RaabSchleif, author = {Raab, Christoph and Schleif, Frank-Michael}, title = {Transfer learning for the probabilistic classification vector machine}, series = {7th Symposium on Conformal and Probabilistic Prediction and Applications, COPA 2018, 11-13 June 2018, Maastricht, The Netherlands}, volume = {91}, booktitle = {7th Symposium on Conformal and Probabilistic Prediction and Applications, COPA 2018, 11-13 June 2018, Maastricht, The Netherlands}, editor = {Gammerman, Alex J. and Vovk, Vladimir and Luo, Zhiyuan and Smirnov, Evgueni N. and Peeters, Ralf L. M.}, pages = {187 -- 200}, language = {en} } @inproceedings{RaabSchleif, author = {Raab, Christoph and Schleif, Frank-Michael}, title = {Sparse Transfer Classification for Text Documents}, series = {KI 2018: Advances in Artificial Intelligence - 41st German Conference on AI, Berlin, Germany, September 24-28, 2018, Proceedings}, booktitle = {KI 2018: Advances in Artificial Intelligence - 41st German Conference on AI, Berlin, Germany, September 24-28, 2018, Proceedings}, editor = {Trollmann, Frank and Turhan, Anni-Yasmin}, doi = {10.1007/978-3-030-00111-7_15}, pages = {169 -- 181}, language = {en} } @article{RaabRoederSchleif, author = {Raab, Christoph and R{\"o}der, Manuel and Schleif, Frank-Michael}, title = {Domain adversarial tangent subspace alignment for explainable domain adaptation}, series = {Neurocomputing}, volume = {506}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2022.07.074}, pages = {418 -- 429}, language = {en} } @article{MuenchRaabBiehletal., author = {M{\"u}nch, Maximilian and Raab, Christoph and Biehl, Michael and Schleif, Frank-Michael}, title = {Data-Driven Supervised Learning for Life Science Data}, series = {Frontiers in Applied Mathematics and Statistics}, volume = {6}, journal = {Frontiers in Applied Mathematics and Statistics}, doi = {10.3389/fams.2020.553000}, pages = {553000 -- 553000}, 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{RoederMuenchRaabetal., author = {R{\"o}der, Manuel and M{\"u}nch, Maximilian and Raab, Christoph and Schleif, Frank-Michael}, title = {Crossing Domain Borders with Federated Few-Shot Adaptation}, series = {Proceedings of the 13th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2024, Rome, Italy, February 24-26, 2024}, booktitle = {Proceedings of the 13th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2024, Rome, Italy, February 24-26, 2024}, editor = {Castrill{\´o}n Santana, Modesto and De Marsico, Maria and Fred, Ana}, doi = {10.5220/0012351900003654}, pages = {511 -- 521}, language = {en} } @inproceedings{MuenchRaabHeiligetal., author = {M{\"u}nch, Maximilian and Raab, Christoph and Heilig, Simon and R{\"o}der, Manuel and Schleif, Frank-Michael}, title = {Adaptive multi-modal positive semi-definite and indefinite kernel fusion for binary classification}, series = {30th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2022, Bruges, Belgium, October 5-7, 2022}, booktitle = {30th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2022, Bruges, Belgium, October 5-7, 2022}, doi = {10.14428/esann/2022.ES2022-70}, language = {en} } @inproceedings{HeusingerRaabRossietal., author = {Heusinger, Moritz and Raab, Christoph and Rossi, Fabrice and Schleif, Frank-Michael}, title = {Federated Learning - Methods, Applications and beyond}, series = {29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2021, Online event (Bruges, Belgium), October 6-8, 2021}, booktitle = {29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2021, Online event (Bruges, Belgium), October 6-8, 2021}, doi = {10.14428/esann/2021.ES2021-4}, language = {en} } @inproceedings{RaabSaralajewSchleif, author = {Raab, Christoph and Saralajew, Sascha and Schleif, Frank-Michael}, title = {Domain Adversarial Tangent Learning Towards Interpretable Domain Adaptation}, series = {29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2021, Online event (Bruges, Belgium), October 6-8, 2021}, booktitle = {29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2021, Online event (Bruges, Belgium), October 6-8, 2021}, doi = {10.14428/esann/2021.ES2021-103}, language = {en} } @inproceedings{HeusingerRaabSchleif, author = {Heusinger, Moritz and Raab, Christoph and Schleif, Frank-Michael}, title = {Analyzing Dynamic Social Media Data via Random Projection - A New Challenge for Stream Classifiers}, series = {2020 IEEE Conference on Evolving and Adaptive Intelligent Systems, EAIS 2020, Bari, Italy, May 27-29, 2020}, booktitle = {2020 IEEE Conference on Evolving and Adaptive Intelligent Systems, EAIS 2020, Bari, Italy, May 27-29, 2020}, doi = {10.1109/EAIS48028.2020.9122780}, pages = {1 -- 8}, language = {en} } @article{RaabHeusingerSchleif, author = {Raab, Christoph and Heusinger, Moritz and Schleif, Frank-Michael}, title = {Reactive Soft Prototype Computing for Concept Drift Streams}, series = {Neurocomputing}, volume = {416}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2019.11.111}, pages = {340 -- 351}, language = {en} } @article{SchleifRaabTino, author = {Schleif, Frank-Michael and Raab, Christoph and Ti{\~n}o, Peter}, title = {Sparsification of core set models in non-metric supervised learning}, series = {Pattern Recognition Letters}, volume = {129}, journal = {Pattern Recognition Letters}, doi = {10.1016/j.patrec.2019.10.024}, pages = {1 -- 7}, language = {en} } @article{RaabSchleif, author = {Raab, Christoph and Schleif, Frank-Michael}, title = {Transfer learning extensions for the probabilistic classification vector machine}, series = {Neurocomputing}, volume = {397}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2019.09.104}, pages = {320 -- 330}, language = {en} } @inproceedings{RaabVaethMeieretal., author = {Raab, Christoph and V{\"a}th, Philipp and Meier, Peter and Schleif, Frank-Michael}, title = {Bridging Adversarial and Statistical Domain Transfer via Spectral Adaptation Networks}, series = {Computer Vision - ACCV 2020 - 15th Asian Conference on Computer Vision, Kyoto, Japan, November 30 - December 4, 2020, Revised Selected Papers, Part III}, booktitle = {Computer Vision - ACCV 2020 - 15th Asian Conference on Computer Vision, Kyoto, Japan, November 30 - December 4, 2020, Revised Selected Papers, Part III}, editor = {Ishikawa, Hiroshi and Liu, Cheng-Lin and Pajdla, Tom{\´a}s and Shi, Jianbo}, doi = {10.1007/978-3-030-69535-4_28}, pages = {457 -- 473}, language = {en} } @inproceedings{RaabMeierSchleif, author = {Raab, Christoph and Meier, Peter and Schleif, Frank-Michael}, title = {Domain Invariant Representations with Deep Spectral Alignment}, series = {28th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2020, Bruges, Belgium, October 2-4, 2020}, booktitle = {28th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2020, Bruges, Belgium, October 2-4, 2020}, pages = {509 -- 514}, language = {en} }