@inproceedings{VillmannSchleifHammer, author = {Villmann, Thomas and Schleif, Frank-Michael and Hammer, Barbara}, title = {Sparse representation of data}, series = {18th European Symposium on Artificial Neural Networks, ESANN 2010, Bruges, Belgium, April 28-30, 2010, Proceedings}, booktitle = {18th European Symposium on Artificial Neural Networks, ESANN 2010, Bruges, Belgium, April 28-30, 2010, Proceedings}, language = {en} } @inproceedings{SchleifHammerVillmann, author = {Schleif, Frank-Michael and Hammer, Barbara and Villmann, Thomas}, title = {Margin based Active Learning for LVQ Networks}, series = {14th European Symposium on Artificial Neural Networks, ESANN 2006, Bruges, Belgium, April 26-28, 2006, Proceedings}, booktitle = {14th European Symposium on Artificial Neural Networks, ESANN 2006, Bruges, Belgium, April 26-28, 2006, Proceedings}, pages = {539 -- 544}, language = {en} } @inproceedings{SchleifZhuGisbrechtetal., author = {Schleif, Frank-Michael and Zhu, Xibin and Gisbrecht, Andrej and Hammer, Barbara}, title = {Fast approximated relational and kernel clustering}, series = {Proceedings of the 21st International Conference on Pattern Recognition, ICPR 2012, Tsukuba, Japan, November 11-15, 2012}, booktitle = {Proceedings of the 21st International Conference on Pattern Recognition, ICPR 2012, Tsukuba, Japan, November 11-15, 2012}, pages = {1229 -- 1232}, language = {en} } @inproceedings{HammerHasenfussSchleifetal., author = {Hammer, Barbara and Hasenfuss, Alexander and Schleif, Frank-Michael and Villmann, Thomas and Strickert, Marc and Seiffert, Udo}, title = {Intuitive Clustering of Biological Data}, series = {Proceedings of the International Joint Conference on Neural Networks, IJCNN 2007, Celebrating 20 years of neural networks, Orlando, Florida, USA, August 12-17, 2007}, booktitle = {Proceedings of the International Joint Conference on Neural Networks, IJCNN 2007, Celebrating 20 years of neural networks, Orlando, Florida, USA, August 12-17, 2007}, doi = {10.1109/IJCNN.2007.4371244}, pages = {1877 -- 1882}, language = {en} } @inproceedings{GisbrechtHammerSchleifetal., author = {Gisbrecht, Andrej and Hammer, Barbara and Schleif, Frank-Michael and Zhu, Xibin}, title = {Accelerating kernel clustering for biomedical data analysis}, series = {Proceedings of the 2011 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, CIBCB 2011, Paris, France, April 11-15, 2011}, booktitle = {Proceedings of the 2011 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, CIBCB 2011, Paris, France, April 11-15, 2011}, editor = {Bates Congdon, Clare and Corns, Steven M. and Smith, Jennifer A.}, doi = {10.1109/CIBCB.2011.5948460}, pages = {154 -- 161}, language = {en} } @inproceedings{HasenfussHammerSchleifetal., author = {Hasenfuss, Alexander and Hammer, Barbara and Schleif, Frank-Michael and Villmann, Thomas}, title = {Neural Gas Clustering for Dissimilarity Data with Continuous Prototypes}, series = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, editor = {Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Cabestany, Joan and Gra{\~n}a, Manuel}, doi = {10.1007/978-3-540-73007-1_66}, pages = {539 -- 546}, language = {en} } @inproceedings{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Analysis of Proteomic Spectral Data by Multi Resolution Analysis and Self-Organizing Maps}, series = {Applications of Fuzzy Sets Theory, 7th International Workshop on Fuzzy Logic and Applications, WILF 2007, Camogli, Italy, July 7-10, 2007, Proceedings}, booktitle = {Applications of Fuzzy Sets Theory, 7th International Workshop on Fuzzy Logic and Applications, WILF 2007, Camogli, Italy, July 7-10, 2007, Proceedings}, editor = {Masulli, Francesco and Mitra, Sushmita and Pasi, Gabriella}, doi = {10.1007/978-3-540-73400-0_72}, pages = {563 -- 570}, language = {en} } @inproceedings{VillmannHammerSchleifetal., author = {Villmann, Thomas and Hammer, Barbara and Schleif, Frank-Michael and Geweniger, Tina and Fischer, Tom and Cottrell, Marie}, title = {Prototype Based Classification Using Information Theoretic Learning}, series = {Neural Information Processing, 13th International Conference, ICONIP 2006, Hong Kong, China, October 3-6, 2006, Proceedings, Part II}, booktitle = {Neural Information Processing, 13th International Conference, ICONIP 2006, Hong Kong, China, October 3-6, 2006, Proceedings, Part II}, editor = {King, Irwin and Wang, Jun and Chan, Laiwan and Wang, DeLiang L.}, doi = {10.1007/11893257_5}, pages = {40 -- 49}, language = {en} } @inproceedings{SchleifClaussVillmannetal., author = {Schleif, Frank-Michael and Clauss, U. and Villmann, Thomas and Hammer, Barbara}, title = {Supervised relevance neural gas and unified maximum separability analysis for classification of mass spectrometric data}, series = {Proceedings of the 2004 International Conference on Machine Learning and Applications - ICMLA 2004, 16-18 December 2004, Louisville, KY, USA}, booktitle = {Proceedings of the 2004 International Conference on Machine Learning and Applications - ICMLA 2004, 16-18 December 2004, Louisville, KY, USA}, editor = {Kantardzic, Mehmed M. and Milanova, Mariofanna G. and Nasraoui, Olfa}, doi = {10.1109/ICMLA.2004.1383538}, pages = {374 -- 379}, language = {en} } @inproceedings{HammerHasenfussSchleifetal., author = {Hammer, Barbara and Hasenfuss, Alexander and Schleif, Frank-Michael and Villmann, Thomas}, title = {Supervised Batch Neural Gas}, series = {Artificial Neural Networks in Pattern Recognition, Second IAPR Workshop, ANNPR 2006, Ulm, Germany, August 31-September 2, 2006, Proceedings}, booktitle = {Artificial Neural Networks in Pattern Recognition, Second IAPR Workshop, ANNPR 2006, Ulm, Germany, August 31-September 2, 2006, Proceedings}, editor = {Schwenker, Friedhelm and Marinai, Simone}, doi = {10.1007/11829898_4}, pages = {33 -- 45}, language = {en} } @inproceedings{VillmannSeiffertSchleifetal., author = {Villmann, Thomas and Seiffert, Udo and Schleif, Frank-Michael and Br{\"u}ß, Cornelia and Geweniger, Tina and Hammer, Barbara}, title = {Fuzzy Labeled Self-Organizing Map with Label-Adjusted Prototypes}, series = {Artificial Neural Networks in Pattern Recognition, Second IAPR Workshop, ANNPR 2006, Ulm, Germany, August 31-September 2, 2006, Proceedings}, booktitle = {Artificial Neural Networks in Pattern Recognition, Second IAPR Workshop, ANNPR 2006, Ulm, Germany, August 31-September 2, 2006, Proceedings}, editor = {Schwenker, Friedhelm and Marinai, Simone}, doi = {10.1007/11829898_5}, pages = {46 -- 56}, language = {en} } @inproceedings{HammerGisbrechtHasenfussetal., author = {Hammer, Barbara and Gisbrecht, Andrej and Hasenfuss, Alexander and Mokbel, Bassam and Schleif, Frank-Michael and Zhu, Xibin}, title = {Topographic Mapping of Dissimilarity Data}, series = {Advances in Self-Organizing Maps - 8th International Workshop, WSOM 2011, Espoo, Finland, June 13-15, 2011. Proceedings}, booktitle = {Advances in Self-Organizing Maps - 8th International Workshop, WSOM 2011, Espoo, Finland, June 13-15, 2011. Proceedings}, editor = {Laaksonen, Jorma and Honkela, Timo}, doi = {10.1007/978-3-642-21566-7_1}, pages = {1 -- 15}, language = {en} } @inproceedings{HammerMokbelSchleifetal., author = {Hammer, Barbara and Mokbel, Bassam and Schleif, Frank-Michael and Zhu, Xibin}, title = {Prototype-Based Classification of Dissimilarity Data}, series = {Advances in Intelligent Data Analysis X - 10th International Symposium, IDA 2011, Porto, Portugal, October 29-31, 2011. Proceedings}, booktitle = {Advances in Intelligent Data Analysis X - 10th International Symposium, IDA 2011, Porto, Portugal, October 29-31, 2011. Proceedings}, editor = {Gama, Jo{\~a}o and Bradley, Elizabeth and Hollm{\´e}n, Jaakko}, doi = {10.1007/978-3-642-24800-9_19}, pages = {185 -- 197}, language = {en} } @inproceedings{HammerSchleifZhu, author = {Hammer, Barbara and Schleif, Frank-Michael and Zhu, Xibin}, title = {Relational Extensions of Learning Vector Quantization}, series = {Neural Information Processing - 18th International Conference, ICONIP 2011, Shanghai, China, November 13-17, 2011, Proceedings, Part II}, booktitle = {Neural Information Processing - 18th International Conference, ICONIP 2011, Shanghai, China, November 13-17, 2011, Proceedings, Part II}, editor = {Lu, Bao-Liang and Zhang, Liqing and Kwok, James T.}, doi = {10.1007/978-3-642-24958-7_56}, pages = {481 -- 489}, language = {en} } @inproceedings{VillmannSchleifMerenyietal., author = {Villmann, Thomas and Schleif, Frank-Michael and Mer{\´e}nyi, Erzs{\´e}bet and Hammer, Barbara}, title = {Fuzzy Labeled Self-Organizing Map for Classification of Spectra}, series = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, editor = {Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Cabestany, Joan and Gra{\~n}a, Manuel}, doi = {10.1007/978-3-540-73007-1_68}, pages = {556 -- 563}, language = {en} } @inproceedings{SchleifVillmannHammeretal., author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara and Schneider, Petra and Biehl, Michael}, title = {Generalized Derivative Based Kernelized Learning Vector Quantization}, series = {Intelligent Data Engineering and Automated Learning - IDEAL 2010, 11th International Conference, Paisley, UK, September 1-3, 2010. Proceedings}, booktitle = {Intelligent Data Engineering and Automated Learning - IDEAL 2010, 11th International Conference, Paisley, UK, September 1-3, 2010. Proceedings}, editor = {Fyfe, Colin and Ti{\~n}o, Peter and Charles, Darryl and Ignacio Garc{\i}́a-Osorio, C{\´e}sar and Yin, Hujun}, doi = {10.1007/978-3-642-15381-5_3}, pages = {21 -- 28}, language = {en} } @inproceedings{HammerMokbelSchleifetal., author = {Hammer, Barbara and Mokbel, Bassam and Schleif, Frank-Michael and Zhu, Xibin}, title = {White Box Classification of Dissimilarity Data}, series = {Hybrid Artificial Intelligent Systems - 7th International Conference, HAIS 2012, Salamanca, Spain, March 28-30th, 2012. Proceedings, Part I}, booktitle = {Hybrid Artificial Intelligent Systems - 7th International Conference, HAIS 2012, Salamanca, Spain, March 28-30th, 2012. Proceedings, Part I}, editor = {Corchado, Emilio and Sn{\´a}sel, V{\´a}clav and Abraham, Ajith and Wozniak, Michal and Gra{\~n}a, Manuel and Cho, Sung-Bae}, doi = {10.1007/978-3-642-28942-2_28}, pages = {309 -- 321}, language = {en} } @inproceedings{VillmannHaaseSchleifetal., author = {Villmann, Thomas and Haase, Sven and Schleif, Frank-Michael and Hammer, Barbara and Biehl, Michael}, title = {The Mathematics of Divergence Based Online Learning in Vector Quantization}, series = {Artificial Neural Networks in Pattern Recognition, 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings}, booktitle = {Artificial Neural Networks in Pattern Recognition, 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings}, editor = {Schwenker, Friedhelm and El Gayar, Neamat}, doi = {10.1007/978-3-642-12159-3_10}, pages = {108 -- 119}, language = {en} } @inproceedings{GisbrechtSchleifZhuetal., author = {Gisbrecht, Andrej and Schleif, Frank-Michael and Zhu, Xibin and Hammer, Barbara}, title = {Linear Time Heuristics for Topographic Mapping of Dissimilarity Data}, series = {Intelligent Data Engineering and Automated Learning - IDEAL 2011 - 12th International Conference, Norwich, UK, September 7-9, 2011. Proceedings}, booktitle = {Intelligent Data Engineering and Automated Learning - IDEAL 2011 - 12th International Conference, Norwich, UK, September 7-9, 2011. Proceedings}, editor = {Yin, Hujun and Wang, Wenjia and Rayward-Smith, Victor J.}, doi = {10.1007/978-3-642-23878-9_4}, pages = {25 -- 33}, language = {en} } @inproceedings{SchleifZhuHammer, author = {Schleif, Frank-Michael and Zhu, Xibin and Hammer, Barbara}, title = {Sparse Prototype Representation by Core Sets}, series = {Intelligent Data Engineering and Automated Learning - IDEAL 2013 - 14th International Conference, IDEAL 2013, Hefei, China, October 20-23, 2013. Proceedings}, booktitle = {Intelligent Data Engineering and Automated Learning - IDEAL 2013 - 14th International Conference, IDEAL 2013, Hefei, China, October 20-23, 2013. Proceedings}, editor = {Yin, Hujun and Tang, Ke and Gao, Yang and Klawonn, Frank and Lee, Minho and Weise, Thomas and Li, Bin and Yao, Xin}, doi = {10.1007/978-3-642-41278-3_37}, pages = {302 -- 309}, language = {en} } @inproceedings{SchleifGisbrechtHammer, author = {Schleif, Frank-Michael and Gisbrecht, Andrej and Hammer, Barbara}, title = {Accelerating Kernel Neural Gas}, series = {Artificial Neural Networks and Machine Learning - ICANN 2011 - 21st International Conference on Artificial Neural Networks, Espoo, Finland, June 14-17, 2011, Proceedings, Part I}, booktitle = {Artificial Neural Networks and Machine Learning - ICANN 2011 - 21st International Conference on Artificial Neural Networks, Espoo, Finland, June 14-17, 2011, Proceedings, Part I}, editor = {Honkela, Timo and Duch, Wlodzislaw and Girolami, Mark A. and Kaski, Samuel}, doi = {10.1007/978-3-642-21735-7_19}, pages = {150 -- 158}, language = {en} } @inproceedings{ZhuSchleifHammer, author = {Zhu, Xibin and Schleif, Frank-Michael and Hammer, Barbara}, title = {Patch Processing for Relational Learning Vector Quantization}, series = {Advances in Neural Networks - ISNN 2012 - 9th International Symposium on Neural Networks, Shenyang, China, July 11-14, 2012. Proceedings, Part I}, booktitle = {Advances in Neural Networks - ISNN 2012 - 9th International Symposium on Neural Networks, Shenyang, China, July 11-14, 2012. Proceedings, Part I}, editor = {Wang, Jun and Yen, Gary G. and Polycarpou, Marios M.}, doi = {10.1007/978-3-642-31346-2_7}, pages = {55 -- 63}, language = {en} } @inproceedings{SchleifMokbelGisbrechtetal., author = {Schleif, Frank-Michael and Mokbel, Bassam and Gisbrecht, Andrej and Theunissen, Leslie and D{\"u}rr, Volker and Hammer, Barbara}, title = {Learning Relevant Time Points for Time-Series Data in the Life Sciences}, series = {Artificial Neural Networks and Machine Learning - ICANN 2012 - 22nd International Conference on Artificial Neural Networks, Lausanne, Switzerland, September 11-14, 2012, Proceedings, Part II}, booktitle = {Artificial Neural Networks and Machine Learning - ICANN 2012 - 22nd International Conference on Artificial Neural Networks, Lausanne, Switzerland, September 11-14, 2012, Proceedings, Part II}, editor = {Villa, Alessandro E. P. and Duch, Wlodzislaw and {\´E}rdi, P{\´e}ter and Masulli, Francesco and Palm, G{\"u}nther}, doi = {10.1007/978-3-642-33266-1_66}, pages = {531 -- 539}, language = {en} } @inproceedings{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Supervised Neural Gas for Classification of Functional Data and Its Application to the Analysis of Clinical Proteom Spectra}, series = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, editor = {Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Cabestany, Joan and Gra{\~n}a, Manuel}, doi = {10.1007/978-3-540-73007-1_125}, pages = {1036 -- 1044}, language = {en} } @inproceedings{SchleifZhuHammer, author = {Schleif, Frank-Michael and Zhu, Xibin and Hammer, Barbara}, title = {A Conformal Classifier for Dissimilarity Data}, series = {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}, booktitle = {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}, editor = {Iliadis, Lazaros S. and Maglogiannis, Ilias and Papadopoulos, Harris and Karatzas, Kostas D. and Sioutas, Spyros}, doi = {10.1007/978-3-642-33412-2_24}, pages = {234 -- 243}, language = {en} }