@inproceedings{SchleifZhuHammer, author = {Schleif, Frank-Michael and Zhu, Xibin and Hammer, Barbara}, title = {Soft Competitive Learning for Large Data Sets}, series = {New Trends in Databases and Information Systems, Workshop Proceedings of the 16th East European Conference, ADBIS 2012, Poznań, Poland, September 17-21, 2012}, volume = {185}, booktitle = {New Trends in Databases and Information Systems, Workshop Proceedings of the 16th East European Conference, ADBIS 2012, Poznań, Poland, September 17-21, 2012}, editor = {Pechenizkiy, Mykola and Wojciechowski, Marek}, doi = {10.1007/978-3-642-32518-2\_14}, pages = {141 -- 151}, language = {en} } @inproceedings{SchleifGisbrechtHammer, author = {Schleif, Frank-Michael and Gisbrecht, Andrej and Hammer, Barbara}, title = {Relevance learning for short high-dimensional time series in the life sciences}, series = {The 2012 International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia, June 10-15, 2012}, booktitle = {The 2012 International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia, June 10-15, 2012}, doi = {10.1109/IJCNN.2012.6252653}, pages = {1 -- 8}, 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{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} } @article{VillmannSchleifKostrzewaetal., author = {Villmann, Thomas and Schleif, Frank-Michael and Kostrzewa, Markus and Walch, Axel and Hammer, Barbara}, title = {Classification of mass-spectrometric data in clinical proteomics using learning vector quantization methods}, series = {Briefings in Bioinformatics}, volume = {9}, journal = {Briefings in Bioinformatics}, number = {2}, doi = {10.1093/bib/bbn009}, pages = {129 -- 143}, 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} } @incollection{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Prototype Based Classification in Bioinformatics}, series = {Encyclopedia of Artificial Intelligence (3 Volumes)}, booktitle = {Encyclopedia of Artificial Intelligence (3 Volumes)}, editor = {Rabu{\~n}al, Juan R. and Dorado, Juli{\´a}n and Pazos, Alejandro}, pages = {1337 -- 1342}, 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} } @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} } @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} } @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} } @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} } @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} } @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} } @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{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} }