TY - JOUR A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara A1 - Schneider, Petra T1 - Efficient Kernelized Prototype Based Classification JF - International Journal of Neural Systems Y1 - 2011 U6 - https://doi.org/10.1142/S012906571100295X VL - 21 IS - 6 SP - 443 EP - 457 ER - TY - JOUR A1 - Villmann, Thomas A1 - Schleif, Frank-Michael A1 - Hammer, Barbara T1 - Comparison of relevance learning vector quantization with other metric adaptive classification methods JF - Neural Networks Y1 - 2006 U6 - https://doi.org/10.1016/j.neunet.2005.07.013 VL - 19 IS - 5 SP - 610 EP - 622 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Hammer, Barbara A1 - Villmann, Thomas T1 - Margin based Active Learning for LVQ Networks T2 - 14th European Symposium on Artificial Neural Networks, ESANN 2006, Bruges, Belgium, April 26-28, 2006, Proceedings Y1 - 2006 SP - 539 EP - 544 ER - TY - JOUR A1 - Villmann, Thomas A1 - Hammer, Barbara A1 - Schleif, Frank-Michael A1 - Geweniger, Tina A1 - Hermann, Wieland T1 - Fuzzy classification by fuzzy labeled neural gas JF - Neural Networks Y1 - 2006 U6 - https://doi.org/10.1016/j.neunet.2006.05.026 VL - 19 IS - 6-7 SP - 772 EP - 779 ER - TY - JOUR A1 - Zhu, Xibin A1 - Gisbrecht, Andrej A1 - Schleif, Frank-Michael A1 - Hammer, Barbara T1 - Approximation techniques for clustering dissimilarity data JF - Neurocomputing Y1 - 2012 U6 - https://doi.org/10.1016/j.neucom.2012.01.033 VL - 90 SP - 72 EP - 84 ER - TY - CHAP A1 - Hammer, Barbara A1 - Villmann, Thomas A1 - Schleif, Frank-Michael A1 - Albani, Cornelia A1 - Hermann, Wieland ED - Rutkowski, Leszek ED - Tadeusiewicz, Ryszard ED - Zadeh, Lotfi A. ED - Zurada, Jacek M. T1 - Learning Vector Quantization Classification with Local Relevance Determination for Medical Data T2 - Artificial Intelligence and Soft Computing - ICAISC 2006, 8th International Conference, Zakopane, Poland, June 25-29, 2006, Proceedings Y1 - 2006 U6 - https://doi.org/10.1007/11785231_63 SP - 603 EP - 612 ER - TY - CHAP A1 - Villmann, Thomas A1 - Hammer, Barbara A1 - Schleif, Frank-Michael A1 - Geweniger, Tina A1 - Fischer, Tom A1 - Cottrell, Marie ED - King, Irwin ED - Wang, Jun ED - Chan, Laiwan ED - Wang, DeLiang L. T1 - Prototype Based Classification Using Information Theoretic Learning T2 - Neural Information Processing, 13th International Conference, ICONIP 2006, Hong Kong, China, October 3-6, 2006, Proceedings, Part II Y1 - 2006 U6 - https://doi.org/10.1007/11893257_5 SP - 40 EP - 49 ER - TY - CHAP A1 - Villmann, Thomas A1 - Schleif, Frank-Michael A1 - Hammer, Barbara ED - Arif Wani, M. ED - Milanova, Mariofanna G. ED - Kurgan, Lukasz A. ED - Reformat, Marek Z. ED - Hafeez, Khalid T1 - Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning T2 - Fourth International Conference on Machine Learning and Applications, ICMLA 2005, Los Angeles, California, USA, 15-17 December 2005 Y1 - 2005 U6 - https://doi.org/10.1109/ICMLA.2005.38 ER - TY - CHAP A1 - Hammer, Barbara A1 - Mokbel, Bassam A1 - Schleif, Frank-Michael A1 - Zhu, Xibin ED - Gama, João ED - Bradley, Elizabeth ED - Hollmén, Jaakko T1 - Prototype-Based Classification of Dissimilarity Data T2 - Advances in Intelligent Data Analysis X - 10th International Symposium, IDA 2011, Porto, Portugal, October 29-31, 2011. Proceedings Y1 - 2011 U6 - https://doi.org/10.1007/978-3-642-24800-9_19 SP - 185 EP - 197 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Gisbrecht, Andrej A1 - Hammer, Barbara ED - Honkela, Timo ED - Duch, Wlodzislaw ED - Girolami, Mark A. ED - Kaski, Samuel T1 - Accelerating Kernel Neural Gas T2 - Artificial Neural Networks and Machine Learning - ICANN 2011 - 21st International Conference on Artificial Neural Networks, Espoo, Finland, June 14-17, 2011, Proceedings, Part I Y1 - 2011 U6 - https://doi.org/10.1007/978-3-642-21735-7_19 SP - 150 EP - 158 ER - TY - CHAP A1 - Hammer, Barbara A1 - Schleif, Frank-Michael A1 - Zhu, Xibin ED - Lu, Bao-Liang ED - Zhang, Liqing ED - Kwok, James T. T1 - Relational Extensions of Learning Vector Quantization T2 - Neural Information Processing - 18th International Conference, ICONIP 2011, Shanghai, China, November 13-17, 2011, Proceedings, Part II Y1 - 2011 U6 - https://doi.org/10.1007/978-3-642-24958-7_56 SP - 481 EP - 489 ER - TY - CHAP A1 - Geweniger, Tina A1 - Schleif, Frank-Michael A1 - Hasenfuss, Alexander A1 - Hammer, Barbara A1 - Villmann, Thomas ED - Köppen, Mario ED - Kasabov, Nikola K. ED - Coghill, George G. T1 - Comparison of Cluster Algorithms for the Analysis of Text Data Using Kolmogorov Complexity T2 - Advances in Neuro-Information Processing, 15th International Conference, ICONIP 2008, Auckland, New Zealand, November 25-28, 2008, Revised Selected Papers, Part II Y1 - 2008 U6 - https://doi.org/10.1007/978-3-642-03040-6_8 VL - 5507 SP - 61 EP - 69 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara A1 - van der Werff, Martijn A1 - Deelder, André M. A1 - Tollenaar, Rob A. E. M. ED - Smolinski, Tomasz G. ED - Milanova, Mariofanna G. ED - Ella Hassanien, Aboul T1 - Analysis of Spectral Data in Clinical Proteomics by Use of Learning Vector Quantizers T2 - Computational Intelligence in Biomedicine and Bioinformatics, Current Trends and Applications Y1 - 2008 U6 - https://doi.org/10.1007/978-3-540-70778-3_6 VL - 151 SP - 141 EP - 167 ER - TY - CHAP A1 - Gisbrecht, Andrej A1 - Schleif, Frank-Michael A1 - Zhu, Xibin A1 - Hammer, Barbara ED - Yin, Hujun ED - Wang, Wenjia ED - Rayward-Smith, Victor J. T1 - Linear Time Heuristics for Topographic Mapping of Dissimilarity Data T2 - Intelligent Data Engineering and Automated Learning - IDEAL 2011 - 12th International Conference, Norwich, UK, September 7-9, 2011. Proceedings Y1 - 2011 U6 - https://doi.org/10.1007/978-3-642-23878-9_4 SP - 25 EP - 33 ER - TY - CHAP A1 - Hammer, Barbara A1 - Gisbrecht, Andrej A1 - Hasenfuss, Alexander A1 - Mokbel, Bassam A1 - Schleif, Frank-Michael A1 - Zhu, Xibin ED - Laaksonen, Jorma ED - Honkela, Timo T1 - Topographic Mapping of Dissimilarity Data T2 - Advances in Self-Organizing Maps - 8th International Workshop, WSOM 2011, Espoo, Finland, June 13-15, 2011. Proceedings Y1 - 2011 U6 - https://doi.org/10.1007/978-3-642-21566-7_1 SP - 1 EP - 15 ER - TY - JOUR A1 - Villmann, Thomas A1 - Hammer, Barbara A1 - Schleif, Frank-Michael A1 - Hermann, Wieland A1 - Cottrell, Marie T1 - Fuzzy classification using information theoretic learning vector quantization JF - Neurocomputing Y1 - 2008 U6 - https://doi.org/10.1016/j.neucom.2008.04.048 VL - 71 IS - 16-18 SP - 3070 EP - 3076 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara T1 - Prototype based fuzzy classification in clinical proteomics JF - International Journal of Approximate Reasoning Y1 - 2008 U6 - https://doi.org/10.1016/j.ijar.2007.03.005 VL - 47 IS - 1 SP - 4 EP - 16 ER - TY - JOUR A1 - Hammer, Barbara A1 - Hofmann, Daniela A1 - Schleif, Frank-Michael A1 - Zhu, Xibin T1 - Learning vector quantization for (dis-)similarities JF - Neurocomputing Y1 - 2014 U6 - https://doi.org/10.1016/j.neucom.2013.05.054 VL - 131 SP - 43 EP - 51 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Hammer, Barbara A1 - Villmann, Thomas T1 - Margin-based active learning for LVQ networks JF - Neurocomputing Y1 - 2007 U6 - https://doi.org/10.1016/j.neucom.2006.10.149 VL - 70 IS - 7-9 SP - 1215 EP - 1224 ER -