TY - CHAP A1 - Schleif, Frank-Michael A1 - Elssner, Thomas A1 - Kostrzewa, Markus A1 - Villmann, Thomas A1 - Hammer, Barbara T1 - Analysis and Visualization of Proteomic Data by Fuzzy Labeled Self-Organizing Maps T2 - 19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), 22-23 June 2006, Salt Lake City, Utah, USA Y1 - 2006 U6 - https://doi.org/10.1109/CBMS.2006.44 SP - 919 EP - 924 ER - TY - CHAP A1 - Blotevogel, Thomas A1 - Hammer, Thomas A1 - Lüers, B. ED - Leipertz, Alfred T1 - Plasmainduzierte Reduktion von Stickoxiden in Dieselabgas bei niedrigen Temperaturen T2 - Motorische Verbrennung, Aktuelle Probleme und moderne Lösungsansätze, 5. Tagung Y1 - 2001 SP - 581 EP - 590 PB - ESYTEC CY - Erlangen ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara ED - Bloch, Isabelle ED - Petrosino, Alfredo ED - Tettamanzi, Andrea T1 - Local Metric Adaptation for Soft Nearest Prototype Classification to Classify Proteomic Data T2 - Fuzzy Logic and Applications, 6th International Workshop, WILF 2005, Crema, Italy, September 15-17, 2005, Revised Selected Papers Y1 - 2005 U6 - https://doi.org/10.1007/11676935_36 VL - 3849 SP - 290 EP - 296 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara ED - Sandoval Hernández, Francisco ED - Prieto, Alberto ED - Cabestany, Joan ED - Graña, Manuel T1 - Supervised Neural Gas for Classification of Functional Data and Its Application to the Analysis of Clinical Proteom Spectra T2 - Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebastián, Spain, June 20-22, 2007, Proceedings Y1 - 2007 U6 - https://doi.org/10.1007/978-3-540-73007-1_125 SP - 1036 EP - 1044 ER - TY - CHAP A1 - Hasenfuss, Alexander A1 - Hammer, Barbara A1 - Schleif, Frank-Michael A1 - Villmann, Thomas ED - Sandoval Hernández, Francisco ED - Prieto, Alberto ED - Cabestany, Joan ED - Graña, Manuel T1 - Neural Gas Clustering for Dissimilarity Data with Continuous Prototypes T2 - Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebastián, Spain, June 20-22, 2007, Proceedings Y1 - 2007 U6 - https://doi.org/10.1007/978-3-540-73007-1_66 SP - 539 EP - 546 ER - TY - CHAP A1 - Villmann, Thomas A1 - Schleif, Frank-Michael A1 - Merényi, Erzsébet A1 - Hammer, Barbara ED - Sandoval Hernández, Francisco ED - Prieto, Alberto ED - Cabestany, Joan ED - Graña, Manuel T1 - Fuzzy Labeled Self-Organizing Map for Classification of Spectra T2 - Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebastián, Spain, June 20-22, 2007, Proceedings Y1 - 2007 U6 - https://doi.org/10.1007/978-3-540-73007-1_68 SP - 556 EP - 563 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Clauss, U. A1 - Villmann, Thomas A1 - Hammer, Barbara ED - Kantardzic, Mehmed M. ED - Milanova, Mariofanna G. ED - Nasraoui, Olfa T1 - Supervised relevance neural gas and unified maximum separability analysis for classification of mass spectrometric data T2 - Proceedings of the 2004 International Conference on Machine Learning and Applications - ICMLA 2004, 16-18 December 2004, Louisville, KY, USA Y1 - 2004 U6 - https://doi.org/10.1109/ICMLA.2004.1383538 SP - 374 EP - 379 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara ED - Masulli, Francesco ED - Mitra, Sushmita ED - Pasi, Gabriella T1 - Analysis of Proteomic Spectral Data by Multi Resolution Analysis and Self-Organizing Maps T2 - Applications of Fuzzy Sets Theory, 7th International Workshop on Fuzzy Logic and Applications, WILF 2007, Camogli, Italy, July 7-10, 2007, Proceedings Y1 - 2007 U6 - https://doi.org/10.1007/978-3-540-73400-0_72 SP - 563 EP - 570 ER - TY - CHAP A1 - Hammer, Barbara A1 - Hasenfuss, Alexander A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Strickert, Marc A1 - Seiffert, Udo T1 - Intuitive Clustering of Biological Data T2 - Proceedings of the International Joint Conference on Neural Networks, IJCNN 2007, Celebrating 20 years of neural networks, Orlando, Florida, USA, August 12-17, 2007 Y1 - 2007 U6 - https://doi.org/10.1109/IJCNN.2007.4371244 SP - 1877 EP - 1882 ER - TY - JOUR A1 - Villmann, Thomas A1 - Schleif, Frank-Michael A1 - Hammer, Barbara T1 - Prototype-based fuzzy classification with local relevance for proteomics JF - Neurocomputing Y1 - 2006 U6 - https://doi.org/10.1016/j.neucom.2006.02.003 VL - 69 IS - 16-18 SP - 2425 EP - 2428 ER - TY - CHAP A1 - Villmann, Thomas A1 - Haase, Sven A1 - Schleif, Frank-Michael A1 - Hammer, Barbara ED - Rutkowski, Leszek ED - Scherer, Rafal ED - Tadeusiewicz, Ryszard ED - Zadeh, Lotfi A. ED - Zurada, Jacek M. T1 - Divergence Based Online Learning in Vector Quantization T2 - Artificial Intelligence and Soft Computing, 10th International Conference, ICAISC 2010, Zakopane, Poland, June 13-17, 2010, Part I Y1 - 2010 U6 - https://doi.org/10.1007/978-3-642-13208-7\_60 VL - 6113 SP - 479 EP - 486 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Kostrzewa, Markus A1 - Hammer, Barbara A1 - Gammerman, Alexander T1 - Cancer informatics by prototype networks in mass spectrometry JF - Artificial Intelligence in Medicine Y1 - 2009 U6 - https://doi.org/10.1016/j.artmed.2008.07.018 VL - 45 IS - 2-3 SP - 215 EP - 228 ER - TY - JOUR A1 - Simmuteit, Stephan A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara T1 - Evolving trees for the retrieval of mass spectrometry-based bacteria fingerprints JF - Knowledge and Information Systems Y1 - 2010 U6 - https://doi.org/10.1007/s10115-009-0249-4 VL - 25 IS - 2 SP - 327 EP - 343 ER - TY - CHAP A1 - Villmann, Thomas A1 - Schleif, Frank-Michael A1 - Hammer, Barbara T1 - Sparse representation of data T2 - 18th European Symposium on Artificial Neural Networks, ESANN 2010, Bruges, Belgium, April 28-30, 2010, Proceedings Y1 - 2010 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara A1 - Schneider, Petra A1 - Biehl, Michael ED - Fyfe, Colin ED - Tiño, Peter ED - Charles, Darryl ED - Ignacio Garcı́a-Osorio, César ED - Yin, Hujun T1 - Generalized Derivative Based Kernelized Learning Vector Quantization T2 - Intelligent Data Engineering and Automated Learning - IDEAL 2010, 11th International Conference, Paisley, UK, September 1-3, 2010. Proceedings Y1 - 2010 U6 - https://doi.org/10.1007/978-3-642-15381-5_3 SP - 21 EP - 28 ER - TY - CHAP A1 - Villmann, Thomas A1 - Haase, Sven A1 - Schleif, Frank-Michael A1 - Hammer, Barbara A1 - Biehl, Michael ED - Schwenker, Friedhelm ED - El Gayar, Neamat T1 - The Mathematics of Divergence Based Online Learning in Vector Quantization T2 - Artificial Neural Networks in Pattern Recognition, 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings Y1 - 2010 U6 - https://doi.org/10.1007/978-3-642-12159-3_10 SP - 108 EP - 119 ER - TY - JOUR A1 - Bunte, Kerstin A1 - Schneider, Petra A1 - Hammer, Barbara A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Biehl, Michael T1 - Limited Rank Matrix Learning, discriminative dimension reduction and visualization JF - Neural Networks Y1 - 2012 U6 - https://doi.org/10.1016/j.neunet.2011.10.001 VL - 26 SP - 159 EP - 173 ER - TY - CHAP A1 - Biehl, Michael A1 - Hammer, Barbara A1 - Schleif, Frank-Michael A1 - Schneider, Petra A1 - Villmann, Thomas T1 - Stationarity of Matrix Relevance LVQ T2 - 2015 International Joint Conference on Neural Networks, IJCNN 2015, Killarney, Ireland, July 12-17, 2015 Y1 - 2015 U6 - https://doi.org/10.1109/IJCNN.2015.7280441 SP - 1 EP - 8 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 - 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 - 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 - 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 - 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 -