TY - CHAP A1 - Münch, Maximilian A1 - Sophie Bohnsack, Katrin A1 - Engelsberger, Alexander A1 - Schleif, Frank-Michael A1 - Villmann, Thomas T1 - Sparse Nyström Approximation for Non-Vectorial Data Using Class-informed Landmark Selection T2 - 31st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2023, Bruges, Belgium, October 4-6, 2023 Y1 - 2023 U6 - https://doi.org/10.14428/ESANN/2023.ES2023-136 ER - TY - JOUR A1 - Villmann, Thomas A1 - Schleif, Frank-Michael A1 - Kostrzewa, Markus A1 - Walch, Axel A1 - Hammer, Barbara T1 - Classification of mass-spectrometric data in clinical proteomics using learning vector quantization methods JF - Briefings in Bioinformatics Y1 - 2008 U6 - https://doi.org/10.1093/bib/bbn009 VL - 9 IS - 2 SP - 129 EP - 143 ER - TY - JOUR A1 - Strickert, Marc A1 - Schleif, Frank-Michael A1 - Seiffert, Udo A1 - Villmann, Thomas T1 - Derivatives of Pearson Correlation for Gradient-based Analysis of Biomedical Data JF - Inteligencia Artificial Y1 - 2008 UR - https://www.redalyc.org/pdf/925/92503705.pdf VL - 12 IS - 37 SP - 37 EP - 44 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara ED - Rabuñal, Juan R. ED - Dorado, Julián ED - Pazos, Alejandro T1 - Prototype Based Classification in Bioinformatics T2 - Encyclopedia of Artificial Intelligence (3 Volumes) Y1 - 2009 SP - 1337 EP - 1342 ER - TY - CHAP A1 - Villmann, Thomas A1 - Seiffert, Udo A1 - Schleif, Frank-Michael A1 - Brüß, Cornelia A1 - Geweniger, Tina A1 - Hammer, Barbara ED - Schwenker, Friedhelm ED - Marinai, Simone T1 - Fuzzy Labeled Self-Organizing Map with Label-Adjusted Prototypes T2 - Artificial Neural Networks in Pattern Recognition, Second IAPR Workshop, ANNPR 2006, Ulm, Germany, August 31-September 2, 2006, Proceedings Y1 - 2006 U6 - https://doi.org/10.1007/11829898_5 SP - 46 EP - 56 ER - TY - CHAP A1 - Hammer, Barbara A1 - Hasenfuss, Alexander A1 - Schleif, Frank-Michael A1 - Villmann, Thomas ED - Schwenker, Friedhelm ED - Marinai, Simone T1 - Supervised Batch Neural Gas T2 - Artificial Neural Networks in Pattern Recognition, Second IAPR Workshop, ANNPR 2006, Ulm, Germany, August 31-September 2, 2006, Proceedings Y1 - 2006 U6 - https://doi.org/10.1007/11829898_4 SP - 33 EP - 45 ER - 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 - 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 - Brüß, Cornelia A1 - Bollenbeck, Felix A1 - Schleif, Frank-Michael A1 - Weschke, Winfriede A1 - Villmann, Thomas A1 - Seiffert, Udo T1 - Fuzzy image segmentation with Fuzzy Labelled Neural Gas T2 - 14th European Symposium on Artificial Neural Networks, ESANN 2006, Bruges, Belgium, April 26-28, 2006, Proceedings Y1 - 2006 SP - 563 EP - 568 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 - Bunte, Kerstin A1 - Schleif, Frank-Michael A1 - Haase, Sven A1 - Villmann, Thomas T1 - Mathematical Foundations of the Self Organized Neighbor Embedding (SONE) for Dimension Reduction and Visualization T2 - 19th European Symposium on Artificial Neural Networks, ESANN 2011, Bruges, Belgium, April 27-29, 2011, Proceedings Y1 - 2011 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 - CHAP A1 - Schleif, Frank-Michael A1 - Ongyerth, Matthias A1 - Villmann, Thomas T1 - Sparse Coding Neural Gas for Analysis of Nuclear Magnetic Resonance Spectroscopy T2 - Proceedings of the Twenty-First IEEE International Symposium on Computer-Based Medical Systems, June 17-19, 2008, Jyväskylä, Finland Y1 - 2008 U6 - https://doi.org/10.1109/CBMS.2008.39 SP - 620 EP - 625 ER - TY - CHAP A1 - Strickert, Marc A1 - Schleif, Frank-Michael A1 - Villmann, Thomas T1 - Metric adaptation for supervised attribute rating T2 - 16th European Symposium on Artificial Neural Networks, ESANN 2008, Bruges, Belgium, April 23-25, 2008, Proceedings Y1 - 2008 SP - 31 EP - 36 ER -