@inproceedings{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Local Metric Adaptation for Soft Nearest Prototype Classification to Classify Proteomic Data}, series = {Fuzzy Logic and Applications, 6th International Workshop, WILF 2005, Crema, Italy, September 15-17, 2005, Revised Selected Papers}, volume = {3849}, booktitle = {Fuzzy Logic and Applications, 6th International Workshop, WILF 2005, Crema, Italy, September 15-17, 2005, Revised Selected Papers}, editor = {Bloch, Isabelle and Petrosino, Alfredo and Tettamanzi, Andrea}, doi = {10.1007/11676935_36}, pages = {290 -- 296}, language = {en} } @inproceedings{SchleifElssnerKostrzewaetal., author = {Schleif, Frank-Michael and Elssner, Thomas and Kostrzewa, Markus and Villmann, Thomas and Hammer, Barbara}, title = {Analysis and Visualization of Proteomic Data by Fuzzy Labeled Self-Organizing Maps}, series = {19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), 22-23 June 2006, Salt Lake City, Utah, USA}, booktitle = {19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), 22-23 June 2006, Salt Lake City, Utah, USA}, doi = {10.1109/CBMS.2006.44}, pages = {919 -- 924}, language = {en} } @inproceedings{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Supervised Neural Gas for Classification of Functional Data and Its Application to the Analysis of Clinical Proteom Spectra}, series = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, editor = {Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Cabestany, Joan and Gra{\~n}a, Manuel}, doi = {10.1007/978-3-540-73007-1_125}, pages = {1036 -- 1044}, language = {en} } @inproceedings{HasenfussHammerSchleifetal., author = {Hasenfuss, Alexander and Hammer, Barbara and Schleif, Frank-Michael and Villmann, Thomas}, title = {Neural Gas Clustering for Dissimilarity Data with Continuous Prototypes}, series = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, editor = {Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Cabestany, Joan and Gra{\~n}a, Manuel}, doi = {10.1007/978-3-540-73007-1_66}, pages = {539 -- 546}, language = {en} } @inproceedings{VillmannSchleifMerenyietal., author = {Villmann, Thomas and Schleif, Frank-Michael and Mer{\´e}nyi, Erzs{\´e}bet and Hammer, Barbara}, title = {Fuzzy Labeled Self-Organizing Map for Classification of Spectra}, series = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, editor = {Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Cabestany, Joan and Gra{\~n}a, Manuel}, doi = {10.1007/978-3-540-73007-1_68}, pages = {556 -- 563}, language = {en} } @inproceedings{SchleifClaussVillmannetal., author = {Schleif, Frank-Michael and Clauss, U. and Villmann, Thomas and Hammer, Barbara}, title = {Supervised relevance neural gas and unified maximum separability analysis for classification of mass spectrometric data}, series = {Proceedings of the 2004 International Conference on Machine Learning and Applications - ICMLA 2004, 16-18 December 2004, Louisville, KY, USA}, booktitle = {Proceedings of the 2004 International Conference on Machine Learning and Applications - ICMLA 2004, 16-18 December 2004, Louisville, KY, USA}, editor = {Kantardzic, Mehmed M. and Milanova, Mariofanna G. and Nasraoui, Olfa}, doi = {10.1109/ICMLA.2004.1383538}, pages = {374 -- 379}, language = {en} } @inproceedings{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Analysis of Proteomic Spectral Data by Multi Resolution Analysis and Self-Organizing Maps}, series = {Applications of Fuzzy Sets Theory, 7th International Workshop on Fuzzy Logic and Applications, WILF 2007, Camogli, Italy, July 7-10, 2007, Proceedings}, booktitle = {Applications of Fuzzy Sets Theory, 7th International Workshop on Fuzzy Logic and Applications, WILF 2007, Camogli, Italy, July 7-10, 2007, Proceedings}, editor = {Masulli, Francesco and Mitra, Sushmita and Pasi, Gabriella}, doi = {10.1007/978-3-540-73400-0_72}, pages = {563 -- 570}, language = {en} } @inproceedings{HammerHasenfussSchleifetal., author = {Hammer, Barbara and Hasenfuss, Alexander and Schleif, Frank-Michael and Villmann, Thomas and Strickert, Marc and Seiffert, Udo}, title = {Intuitive Clustering of Biological Data}, series = {Proceedings of the International Joint Conference on Neural Networks, IJCNN 2007, Celebrating 20 years of neural networks, Orlando, Florida, USA, August 12-17, 2007}, booktitle = {Proceedings of the International Joint Conference on Neural Networks, IJCNN 2007, Celebrating 20 years of neural networks, Orlando, Florida, USA, August 12-17, 2007}, doi = {10.1109/IJCNN.2007.4371244}, pages = {1877 -- 1882}, language = {en} } @article{VillmannSchleifHammer, author = {Villmann, Thomas and Schleif, Frank-Michael and Hammer, Barbara}, title = {Prototype-based fuzzy classification with local relevance for proteomics}, series = {Neurocomputing}, volume = {69}, journal = {Neurocomputing}, number = {16-18}, doi = {10.1016/j.neucom.2006.02.003}, pages = {2425 -- 2428}, language = {en} } @inproceedings{BifetHammerSchleif, author = {Bifet, Albert and Hammer, Barbara and Schleif, Frank-Michael}, title = {Recent trends in streaming data analysis, concept drift and analysis of dynamic data sets}, 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{VillmannHaaseSchleifetal., author = {Villmann, Thomas and Haase, Sven and Schleif, Frank-Michael and Hammer, Barbara}, title = {Divergence Based Online Learning in Vector Quantization}, series = {Artificial Intelligence and Soft Computing, 10th International Conference, ICAISC 2010, Zakopane, Poland, June 13-17, 2010, Part I}, volume = {6113}, booktitle = {Artificial Intelligence and Soft Computing, 10th International Conference, ICAISC 2010, Zakopane, Poland, June 13-17, 2010, Part I}, editor = {Rutkowski, Leszek and Scherer, Rafal and Tadeusiewicz, Ryszard and Zadeh, Lotfi A. and Zurada, Jacek M.}, doi = {10.1007/978-3-642-13208-7\_60}, pages = {479 -- 486}, language = {en} } @article{SchleifVillmannKostrzewaetal., author = {Schleif, Frank-Michael and Villmann, Thomas and Kostrzewa, Markus and Hammer, Barbara and Gammerman, Alexander}, title = {Cancer informatics by prototype networks in mass spectrometry}, series = {Artificial Intelligence in Medicine}, volume = {45}, journal = {Artificial Intelligence in Medicine}, number = {2-3}, doi = {10.1016/j.artmed.2008.07.018}, pages = {215 -- 228}, language = {en} } @article{SimmuteitSchleifVillmannetal., author = {Simmuteit, Stephan and Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Evolving trees for the retrieval of mass spectrometry-based bacteria fingerprints}, series = {Knowledge and Information Systems}, volume = {25}, journal = {Knowledge and Information Systems}, number = {2}, doi = {10.1007/s10115-009-0249-4}, pages = {327 -- 343}, language = {en} } @inproceedings{VillmannSchleifHammer, author = {Villmann, Thomas and Schleif, Frank-Michael and Hammer, Barbara}, title = {Sparse representation of data}, series = {18th European Symposium on Artificial Neural Networks, ESANN 2010, Bruges, Belgium, April 28-30, 2010, Proceedings}, booktitle = {18th European Symposium on Artificial Neural Networks, ESANN 2010, Bruges, Belgium, April 28-30, 2010, Proceedings}, language = {en} } @article{MokbelPaassenSchleifetal., author = {Mokbel, Bassam and Paaßen, Benjamin and Schleif, Frank-Michael and Hammer, Barbara}, title = {Metric learning for sequences in relational LVQ}, series = {Neurocomputing}, volume = {169}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2014.11.082}, pages = {306 -- 322}, language = {en} } @inproceedings{SchleifVillmannHammeretal., author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara and Schneider, Petra and Biehl, Michael}, title = {Generalized Derivative Based Kernelized Learning Vector Quantization}, series = {Intelligent Data Engineering and Automated Learning - IDEAL 2010, 11th International Conference, Paisley, UK, September 1-3, 2010. Proceedings}, booktitle = {Intelligent Data Engineering and Automated Learning - IDEAL 2010, 11th International Conference, Paisley, UK, September 1-3, 2010. Proceedings}, editor = {Fyfe, Colin and Ti{\~n}o, Peter and Charles, Darryl and Ignacio Garc{\i}́a-Osorio, C{\´e}sar and Yin, Hujun}, doi = {10.1007/978-3-642-15381-5_3}, pages = {21 -- 28}, language = {en} } @inproceedings{VillmannHaaseSchleifetal., author = {Villmann, Thomas and Haase, Sven and Schleif, Frank-Michael and Hammer, Barbara and Biehl, Michael}, title = {The Mathematics of Divergence Based Online Learning in Vector Quantization}, series = {Artificial Neural Networks in Pattern Recognition, 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings}, booktitle = {Artificial Neural Networks in Pattern Recognition, 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings}, editor = {Schwenker, Friedhelm and El Gayar, Neamat}, doi = {10.1007/978-3-642-12159-3_10}, pages = {108 -- 119}, language = {en} } @article{SchleifHammerGonzalezMonroyetal., author = {Schleif, Frank-Michael and Hammer, Barbara and Gonzalez Monroy, Javier and Gonz{\´a}lez Jim{\´e}nez, Javier and Blanco-Claraco, Jos{\´e}-Luis and Biehl, Michael and Petkov, Nicolai}, title = {Odor recognition in robotics applications by discriminative time-series modeling}, series = {Pattern Analysis and Applications}, volume = {19}, journal = {Pattern Analysis and Applications}, number = {1}, doi = {10.1007/s10044-014-0442-2}, pages = {207 -- 220}, language = {en} } @article{BunteSchneiderHammeretal., author = {Bunte, Kerstin and Schneider, Petra and Hammer, Barbara and Schleif, Frank-Michael and Villmann, Thomas and Biehl, Michael}, title = {Limited Rank Matrix Learning, discriminative dimension reduction and visualization}, series = {Neural Networks}, volume = {26}, journal = {Neural Networks}, doi = {10.1016/j.neunet.2011.10.001}, pages = {159 -- 173}, language = {en} } @inproceedings{BiehlHammerSchleifetal., author = {Biehl, Michael and Hammer, Barbara and Schleif, Frank-Michael and Schneider, Petra and Villmann, Thomas}, title = {Stationarity of Matrix Relevance LVQ}, series = {2015 International Joint Conference on Neural Networks, IJCNN 2015, Killarney, Ireland, July 12-17, 2015}, booktitle = {2015 International Joint Conference on Neural Networks, IJCNN 2015, Killarney, Ireland, July 12-17, 2015}, doi = {10.1109/IJCNN.2015.7280441}, pages = {1 -- 8}, language = {en} }