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 - 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 - CHAP A1 - Schleif, Frank-Michael A1 - Zhu, Xibin A1 - Gisbrecht, Andrej A1 - Hammer, Barbara T1 - Fast approximated relational and kernel clustering T2 - Proceedings of the 21st International Conference on Pattern Recognition, ICPR 2012, Tsukuba, Japan, November 11-15, 2012 Y1 - 2012 SP - 1229 EP - 1232 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 - CHAP A1 - Gisbrecht, Andrej A1 - Hammer, Barbara A1 - Schleif, Frank-Michael A1 - Zhu, Xibin ED - Bates Congdon, Clare ED - Corns, Steven M. ED - Smith, Jennifer A. T1 - Accelerating kernel clustering for biomedical data analysis T2 - Proceedings of the 2011 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, CIBCB 2011, Paris, France, April 11-15, 2011 Y1 - 2011 U6 - https://doi.org/10.1109/CIBCB.2011.5948460 SP - 154 EP - 161 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - Hammer, Barbara A1 - Mokbel, Bassam A1 - Schleif, Frank-Michael A1 - Zhu, Xibin ED - Corchado, Emilio ED - Snásel, Václav ED - Abraham, Ajith ED - Wozniak, Michal ED - Graña, Manuel ED - Cho, Sung-Bae T1 - White Box Classification of Dissimilarity Data T2 - Hybrid Artificial Intelligent Systems - 7th International Conference, HAIS 2012, Salamanca, Spain, March 28-30th, 2012. Proceedings, Part I Y1 - 2012 U6 - https://doi.org/10.1007/978-3-642-28942-2_28 SP - 309 EP - 321 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 - 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 - Schleif, Frank-Michael A1 - Zhu, Xibin A1 - Hammer, Barbara ED - Yin, Hujun ED - Tang, Ke ED - Gao, Yang ED - Klawonn, Frank ED - Lee, Minho ED - Weise, Thomas ED - Li, Bin ED - Yao, Xin T1 - Sparse Prototype Representation by Core Sets T2 - Intelligent Data Engineering and Automated Learning - IDEAL 2013 - 14th International Conference, IDEAL 2013, Hefei, China, October 20-23, 2013. Proceedings Y1 - 2013 U6 - https://doi.org/10.1007/978-3-642-41278-3_37 SP - 302 EP - 309 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 - Zhu, Xibin A1 - Schleif, Frank-Michael A1 - Hammer, Barbara ED - Wang, Jun ED - Yen, Gary G. ED - Polycarpou, Marios M. T1 - Patch Processing for Relational Learning Vector Quantization T2 - Advances in Neural Networks - ISNN 2012 - 9th International Symposium on Neural Networks, Shenyang, China, July 11-14, 2012. Proceedings, Part I Y1 - 2012 U6 - https://doi.org/10.1007/978-3-642-31346-2_7 SP - 55 EP - 63 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Mokbel, Bassam A1 - Gisbrecht, Andrej A1 - Theunissen, Leslie A1 - Dürr, Volker A1 - Hammer, Barbara ED - Villa, Alessandro E. P. ED - Duch, Wlodzislaw ED - Érdi, Péter ED - Masulli, Francesco ED - Palm, Günther T1 - Learning Relevant Time Points for Time-Series Data in the Life Sciences T2 - Artificial Neural Networks and Machine Learning - ICANN 2012 - 22nd International Conference on Artificial Neural Networks, Lausanne, Switzerland, September 11-14, 2012, Proceedings, Part II Y1 - 2012 U6 - https://doi.org/10.1007/978-3-642-33266-1_66 SP - 531 EP - 539 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 - Schleif, Frank-Michael A1 - Zhu, Xibin A1 - Hammer, Barbara ED - Iliadis, Lazaros S. ED - Maglogiannis, Ilias ED - Papadopoulos, Harris ED - Karatzas, Kostas D. ED - Sioutas, Spyros T1 - A Conformal Classifier for Dissimilarity Data T2 - Artificial Intelligence Applications and Innovations - AIAI 2012 International Workshops: AIAB, AIeIA, CISE, COPA, IIVC, ISQL, MHDW, and WADTMB, Halkidiki, Greece, September 27-30, 2012, Proceedings, Part II Y1 - 2012 U6 - https://doi.org/10.1007/978-3-642-33412-2_24 SP - 234 EP - 243 ER -