@inproceedings{HammerHasenfussSchleifetal., author = {Hammer, Barbara and Hasenfuss, Alexander and Schleif, Frank-Michael and Villmann, Thomas}, title = {Supervised Batch Neural Gas}, series = {Artificial Neural Networks in Pattern Recognition, Second IAPR Workshop, ANNPR 2006, Ulm, Germany, August 31-September 2, 2006, Proceedings}, booktitle = {Artificial Neural Networks in Pattern Recognition, Second IAPR Workshop, ANNPR 2006, Ulm, Germany, August 31-September 2, 2006, Proceedings}, editor = {Schwenker, Friedhelm and Marinai, Simone}, doi = {10.1007/11829898_4}, pages = {33 -- 45}, language = {en} } @article{SchleifVillmannHammeretal., author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara and Schneider, Petra}, title = {Efficient Kernelized Prototype Based Classification}, series = {International Journal of Neural Systems}, volume = {21}, journal = {International Journal of Neural Systems}, number = {6}, doi = {10.1142/S012906571100295X}, pages = {443 -- 457}, language = {en} } @article{VillmannSchleifHammer, author = {Villmann, Thomas and Schleif, Frank-Michael and Hammer, Barbara}, title = {Comparison of relevance learning vector quantization with other metric adaptive classification methods}, series = {Neural Networks}, volume = {19}, journal = {Neural Networks}, number = {5}, doi = {10.1016/j.neunet.2005.07.013}, pages = {610 -- 622}, language = {en} } @inproceedings{SchleifHammerVillmann, author = {Schleif, Frank-Michael and Hammer, Barbara and Villmann, Thomas}, title = {Margin based Active Learning for LVQ Networks}, series = {14th European Symposium on Artificial Neural Networks, ESANN 2006, Bruges, Belgium, April 26-28, 2006, Proceedings}, booktitle = {14th European Symposium on Artificial Neural Networks, ESANN 2006, Bruges, Belgium, April 26-28, 2006, Proceedings}, pages = {539 -- 544}, language = {en} } @article{VillmannHammerSchleifetal., author = {Villmann, Thomas and Hammer, Barbara and Schleif, Frank-Michael and Geweniger, Tina and Hermann, Wieland}, title = {Fuzzy classification by fuzzy labeled neural gas}, series = {Neural Networks}, volume = {19}, journal = {Neural Networks}, number = {6-7}, doi = {10.1016/j.neunet.2006.05.026}, pages = {772 -- 779}, language = {en} } @inproceedings{HammerVillmannSchleifetal., author = {Hammer, Barbara and Villmann, Thomas and Schleif, Frank-Michael and Albani, Cornelia and Hermann, Wieland}, title = {Learning Vector Quantization Classification with Local Relevance Determination for Medical Data}, series = {Artificial Intelligence and Soft Computing - ICAISC 2006, 8th International Conference, Zakopane, Poland, June 25-29, 2006, Proceedings}, booktitle = {Artificial Intelligence and Soft Computing - ICAISC 2006, 8th International Conference, Zakopane, Poland, June 25-29, 2006, Proceedings}, editor = {Rutkowski, Leszek and Tadeusiewicz, Ryszard and Zadeh, Lotfi A. and Zurada, Jacek M.}, doi = {10.1007/11785231_63}, pages = {603 -- 612}, language = {en} } @inproceedings{VillmannHammerSchleifetal., author = {Villmann, Thomas and Hammer, Barbara and Schleif, Frank-Michael and Geweniger, Tina and Fischer, Tom and Cottrell, Marie}, title = {Prototype Based Classification Using Information Theoretic Learning}, series = {Neural Information Processing, 13th International Conference, ICONIP 2006, Hong Kong, China, October 3-6, 2006, Proceedings, Part II}, booktitle = {Neural Information Processing, 13th International Conference, ICONIP 2006, Hong Kong, China, October 3-6, 2006, Proceedings, Part II}, editor = {King, Irwin and Wang, Jun and Chan, Laiwan and Wang, DeLiang L.}, doi = {10.1007/11893257_5}, pages = {40 -- 49}, language = {en} } @inproceedings{VillmannSchleifHammer, author = {Villmann, Thomas and Schleif, Frank-Michael and Hammer, Barbara}, title = {Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning}, series = {Fourth International Conference on Machine Learning and Applications, ICMLA 2005, Los Angeles, California, USA, 15-17 December 2005}, booktitle = {Fourth International Conference on Machine Learning and Applications, ICMLA 2005, Los Angeles, California, USA, 15-17 December 2005}, editor = {Arif Wani, M. and Milanova, Mariofanna G. and Kurgan, Lukasz A. and Reformat, Marek Z. and Hafeez, Khalid}, doi = {10.1109/ICMLA.2005.38}, language = {en} } @inproceedings{BruessBollenbeckSchleifetal., author = {Br{\"u}ß, Cornelia and Bollenbeck, Felix and Schleif, Frank-Michael and Weschke, Winfriede and Villmann, Thomas and Seiffert, Udo}, title = {Fuzzy image segmentation with Fuzzy Labelled Neural Gas}, series = {14th European Symposium on Artificial Neural Networks, ESANN 2006, Bruges, Belgium, April 26-28, 2006, Proceedings}, booktitle = {14th European Symposium on Artificial Neural Networks, ESANN 2006, Bruges, Belgium, April 26-28, 2006, Proceedings}, pages = {563 -- 568}, language = {en} } @inproceedings{GewenigerSchleifHasenfussetal., author = {Geweniger, Tina and Schleif, Frank-Michael and Hasenfuss, Alexander and Hammer, Barbara and Villmann, Thomas}, title = {Comparison of Cluster Algorithms for the Analysis of Text Data Using Kolmogorov Complexity}, series = {Advances in Neuro-Information Processing, 15th International Conference, ICONIP 2008, Auckland, New Zealand, November 25-28, 2008, Revised Selected Papers, Part II}, volume = {5507}, booktitle = {Advances in Neuro-Information Processing, 15th International Conference, ICONIP 2008, Auckland, New Zealand, November 25-28, 2008, Revised Selected Papers, Part II}, editor = {K{\"o}ppen, Mario and Kasabov, Nikola K. and Coghill, George G.}, doi = {10.1007/978-3-642-03040-6_8}, pages = {61 -- 69}, language = {en} } @incollection{SchleifVillmannHammeretal., author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara and van der Werff, Martijn and Deelder, Andr{\´e} M. and Tollenaar, Rob A. E. M.}, title = {Analysis of Spectral Data in Clinical Proteomics by Use of Learning Vector Quantizers}, series = {Computational Intelligence in Biomedicine and Bioinformatics, Current Trends and Applications}, volume = {151}, booktitle = {Computational Intelligence in Biomedicine and Bioinformatics, Current Trends and Applications}, editor = {Smolinski, Tomasz G. and Milanova, Mariofanna G. and Ella Hassanien, Aboul}, doi = {10.1007/978-3-540-70778-3_6}, pages = {141 -- 167}, language = {en} } @inproceedings{BunteSchleifHaaseetal., author = {Bunte, Kerstin and Schleif, Frank-Michael and Haase, Sven and Villmann, Thomas}, title = {Mathematical Foundations of the Self Organized Neighbor Embedding (SONE) for Dimension Reduction and Visualization}, series = {19th European Symposium on Artificial Neural Networks, ESANN 2011, Bruges, Belgium, April 27-29, 2011, Proceedings}, booktitle = {19th European Symposium on Artificial Neural Networks, ESANN 2011, Bruges, Belgium, April 27-29, 2011, Proceedings}, language = {en} } @article{VillmannHammerSchleifetal., author = {Villmann, Thomas and Hammer, Barbara and Schleif, Frank-Michael and Hermann, Wieland and Cottrell, Marie}, title = {Fuzzy classification using information theoretic learning vector quantization}, series = {Neurocomputing}, volume = {71}, journal = {Neurocomputing}, number = {16-18}, doi = {10.1016/j.neucom.2008.04.048}, pages = {3070 -- 3076}, language = {en} } @article{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Prototype based fuzzy classification in clinical proteomics}, series = {International Journal of Approximate Reasoning}, volume = {47}, journal = {International Journal of Approximate Reasoning}, number = {1}, doi = {10.1016/j.ijar.2007.03.005}, pages = {4 -- 16}, language = {en} } @inproceedings{SchleifOngyerthVillmann, author = {Schleif, Frank-Michael and Ongyerth, Matthias and Villmann, Thomas}, title = {Sparse Coding Neural Gas for Analysis of Nuclear Magnetic Resonance Spectroscopy}, series = {Proceedings of the Twenty-First IEEE International Symposium on Computer-Based Medical Systems, June 17-19, 2008, Jyv{\"a}skyl{\"a}, Finland}, booktitle = {Proceedings of the Twenty-First IEEE International Symposium on Computer-Based Medical Systems, June 17-19, 2008, Jyv{\"a}skyl{\"a}, Finland}, doi = {10.1109/CBMS.2008.39}, pages = {620 -- 625}, language = {en} } @inproceedings{StrickertSchleifVillmann, author = {Strickert, Marc and Schleif, Frank-Michael and Villmann, Thomas}, title = {Metric adaptation for supervised attribute rating}, series = {16th European Symposium on Artificial Neural Networks, ESANN 2008, Bruges, Belgium, April 23-25, 2008, Proceedings}, booktitle = {16th European Symposium on Artificial Neural Networks, ESANN 2008, Bruges, Belgium, April 23-25, 2008, Proceedings}, pages = {31 -- 36}, language = {en} } @article{SchleifHammerVillmann, author = {Schleif, Frank-Michael and Hammer, Barbara and Villmann, Thomas}, title = {Margin-based active learning for LVQ networks}, series = {Neurocomputing}, volume = {70}, journal = {Neurocomputing}, number = {7-9}, doi = {10.1016/j.neucom.2006.10.149}, pages = {1215 -- 1224}, language = {en} }