@inproceedings{SimmuteitSchleifVillmannetal., author = {Simmuteit, Stephan and Schleif, Frank-Michael and Villmann, Thomas and Elssner, Thomas}, title = {Tanimoto Metric in Tree-SOM for Improved Representation of Mass Spectrometry Data with an Underlying Taxonomic Structure}, series = {International Conference on Machine Learning and Applications, ICMLA 2009, Miami Beach, Florida, USA, December 13-15, 2009}, booktitle = {International Conference on Machine Learning and Applications, ICMLA 2009, Miami Beach, Florida, USA, December 13-15, 2009}, editor = {Arif Wani, M. and Kantardzic, Mehmed M. and Palade, Vasile and Kurgan, Lukasz A. and (Alan) Qi, Yuan}, doi = {10.1109/ICMLA.2009.111}, pages = {563 -- 567}, language = {en} } @inproceedings{SchleifElssnerKostrzewaetal., author = {Schleif, Frank-Michael and Elssner, Thomas and Kostrzewa, Markus and Villmann, Thomas and Hammer, Barbara}, title = {Analysis and Visualization of Proteomic Data by Fuzzy Labeled Self-Organizing Maps}, series = {19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), 22-23 June 2006, Salt Lake City, Utah, USA}, booktitle = {19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), 22-23 June 2006, Salt Lake City, Utah, USA}, doi = {10.1109/CBMS.2006.44}, pages = {919 -- 924}, language = {en} } @inproceedings{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Local Metric Adaptation for Soft Nearest Prototype Classification to Classify Proteomic Data}, series = {Fuzzy Logic and Applications, 6th International Workshop, WILF 2005, Crema, Italy, September 15-17, 2005, Revised Selected Papers}, volume = {3849}, booktitle = {Fuzzy Logic and Applications, 6th International Workshop, WILF 2005, Crema, Italy, September 15-17, 2005, Revised Selected Papers}, editor = {Bloch, Isabelle and Petrosino, Alfredo and Tettamanzi, Andrea}, doi = {10.1007/11676935_36}, pages = {290 -- 296}, language = {en} } @inproceedings{GewenigerSchleifVillmann, author = {Geweniger, Tina and Schleif, Frank-Michael and Villmann, Thomas}, title = {Probabilistic Prototype Classification Using t-norms}, series = {Advances in Self-Organizing Maps and Learning Vector Quantization - Proceedings of the 10th International Workshop, WSOM 2014, Mittweida, Germany, July, 2-4, 2014}, booktitle = {Advances in Self-Organizing Maps and Learning Vector Quantization - Proceedings of the 10th International Workshop, WSOM 2014, Mittweida, Germany, July, 2-4, 2014}, editor = {Villmann, Thomas and Schleif, Frank-Michael and Kaden, Marika and Lange, Mandy}, doi = {10.1007/978-3-319-07695-9_9}, pages = {99 -- 108}, language = {en} } @inproceedings{SchleifVillmannZhu, author = {Schleif, Frank-Michael and Villmann, Thomas and Zhu, Xibin}, title = {High Dimensional Matrix Relevance Learning}, series = {2014 IEEE International Conference on Data Mining Workshops, ICDM Workshops 2014, Shenzhen, China, December 14, 2014}, booktitle = {2014 IEEE International Conference on Data Mining Workshops, ICDM Workshops 2014, Shenzhen, China, December 14, 2014}, editor = {Zhou, Zhi-Hua and Wang, Wei and Kumar, Ravi and Toivonen, Hannu and Pei, Jian and Zhexue Huang, Joshua and Wu, Xindong}, doi = {10.1109/ICDMW.2014.15}, pages = {661 -- 667}, language = {en} } @inproceedings{SchleifTinoVillmann, author = {Schleif, Frank-Michael and Ti{\~n}o, Peter and Villmann, Thomas}, title = {Recent trends in learning of structured and non-standard data}, series = {22th European Symposium on Artificial Neural Networks, ESANN 2014, Bruges, Belgium, April 23-25, 2014}, booktitle = {22th European Symposium on Artificial Neural Networks, ESANN 2014, Bruges, Belgium, April 23-25, 2014}, language = {en} } @inproceedings{VillmannSchleifvanderWerffetal., author = {Villmann, Thomas and Schleif, Frank-Michael and van der Werff, Martijn and Deelder, Andr{\´e} M. and Tollenaar, Rob A. E. M.}, title = {Association Learning in SOMs for Fuzzy-Classification}, series = {The Sixth International Conference on Machine Learning and Applications, ICMLA 2007, Cincinnati, Ohio, USA, 13-15 December 2007}, booktitle = {The Sixth International Conference on Machine Learning and Applications, ICMLA 2007, Cincinnati, Ohio, USA, 13-15 December 2007}, editor = {Arif Wani, M. and Kantardzic, Mehmed M. and Li, Tao and Liu, Ying and Kurgan, Lukasz A. and Ye, Jieping and Ogihara, Mitsunori and Sagiroglu, Seref and Chen, Xue-wen and Peterson, Leif E. and Hafeez, Khalid}, doi = {10.1109/ICMLA.2007.29}, pages = {581 -- 586}, 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{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{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{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{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{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{VillmannStrickertBruessetal., author = {Villmann, Thomas and Strickert, Marc and Br{\"u}ß, Cornelia and Schleif, Frank-Michael and Seiffert, Udo}, title = {Visualization of Fuzzy Information in Fuzzy-Classification for Image Segmentation using MDS}, series = {15th European Symposium on Artificial Neural Networks, ESANN 2007, Bruges, Belgium, April 25-27, 2007, Proceedings}, booktitle = {15th European Symposium on Artificial Neural Networks, ESANN 2007, Bruges, Belgium, April 25-27, 2007, Proceedings}, pages = {103 -- 108}, language = {en} } @article{VillmannSchleifHammer, author = {Villmann, Thomas and Schleif, Frank-Michael and Hammer, Barbara}, title = {Prototype-based fuzzy classification with local relevance for proteomics}, series = {Neurocomputing}, volume = {69}, journal = {Neurocomputing}, number = {16-18}, doi = {10.1016/j.neucom.2006.02.003}, pages = {2425 -- 2428}, language = {en} } @inproceedings{StrickertKeilwagenSchleifetal., author = {Strickert, Marc and Keilwagen, Jens and Schleif, Frank-Michael and Villmann, Thomas and Biehl, Michael}, title = {Matrix Metric Adaptation for Improved Linear Discriminant Analysis of Biomedical Data}, series = {Bio-Inspired Systems: Computational and Ambient Intelligence, 10th International Work-Conference on Artificial Neural Networks, IWANN 2009, Salamanca, Spain, June 10-12, 2009. Proceedings, Part I}, booktitle = {Bio-Inspired Systems: Computational and Ambient Intelligence, 10th International Work-Conference on Artificial Neural Networks, IWANN 2009, Salamanca, Spain, June 10-12, 2009. Proceedings, Part I}, editor = {Cabestany, Joan and Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Corchado, Juan M.}, doi = {10.1007/978-3-642-02478-8_117}, pages = {933 -- 940}, language = {en} } @article{StrickertSchleifVillmannetal., author = {Strickert, Marc and Schleif, Frank-Michael and Villmann, Thomas and Seiffert, Udo}, title = {Unleashing Pearson Correlation for Faithful Analysis of Biomedical Data}, series = {Similarity-Based Clustering, Recent Developments and Biomedical Applications [outcome of a Dagstuhl Seminar]}, journal = {Similarity-Based Clustering, Recent Developments and Biomedical Applications [outcome of a Dagstuhl Seminar]}, editor = {Biehl, Michael and Hammer, Barbara and Verleysen, Michel and Villmann, Thomas}, doi = {10.1007/978-3-642-01805-3_5}, pages = {70 -- 91}, language = {en} } @inproceedings{SimmuteitSchleifVillmannetal., author = {Simmuteit, Stephan and Schleif, Frank-Michael and Villmann, Thomas and Kostrzewa, Markus}, title = {Hierarchical PCA Using Tree-SOM for the Identification of Bacteria}, series = {Advances in Self-Organizing Maps, 7th International Workshop, WSOM 2009, St. Augustine, FL, USA, June 8-10, 2009. Proceedings}, booktitle = {Advances in Self-Organizing Maps, 7th International Workshop, WSOM 2009, St. Augustine, FL, USA, June 8-10, 2009. Proceedings}, editor = {Carlos Pr{\i}́ncipe, Jos{\´e} and Miikkulainen, Risto}, doi = {10.1007/978-3-642-02397-2_31}, pages = {272 -- 280}, language = {en} } @inproceedings{VillmannSchleif, author = {Villmann, Thomas and Schleif, Frank-Michael}, title = {Functional vector quantization by neural maps}, series = {First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2009, Grenoble, France, August 26-28, 2009}, booktitle = {First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2009, Grenoble, France, August 26-28, 2009}, doi = {10.1109/WHISPERS.2009.5289064}, pages = {1 -- 4}, language = {en} } @article{SchleifVillmannOngyerth, author = {Schleif, Frank-Michael and Villmann, Thomas and Ongyerth, Matthias}, title = {Supervised data analysis and reliability estimation with exemplary application for spectral data}, series = {Neurocomputing}, volume = {72}, journal = {Neurocomputing}, number = {16-18}, doi = {10.1016/j.neucom.2008.12.040}, pages = {3590 -- 3601}, language = {en} } @inproceedings{SchleifVillmann, author = {Schleif, Frank-Michael and Villmann, Thomas}, title = {Neural Maps and Learning Vector Quantization - Theory and Applications}, series = {17th European Symposium on Artificial Neural Networks, ESANN 2009, Bruges, Belgium, April 22-24, 2009, Proceedings}, booktitle = {17th European Symposium on Artificial Neural Networks, ESANN 2009, Bruges, Belgium, April 22-24, 2009, Proceedings}, language = {en} } @inproceedings{VillmannHaaseSchleifetal., author = {Villmann, Thomas and Haase, Sven and Schleif, Frank-Michael and Hammer, Barbara}, title = {Divergence Based Online Learning in Vector Quantization}, series = {Artificial Intelligence and Soft Computing, 10th International Conference, ICAISC 2010, Zakopane, Poland, June 13-17, 2010, Part I}, volume = {6113}, booktitle = {Artificial Intelligence and Soft Computing, 10th International Conference, ICAISC 2010, Zakopane, Poland, June 13-17, 2010, Part I}, editor = {Rutkowski, Leszek and Scherer, Rafal and Tadeusiewicz, Ryszard and Zadeh, Lotfi A. and Zurada, Jacek M.}, doi = {10.1007/978-3-642-13208-7\_60}, pages = {479 -- 486}, language = {en} } @article{SchleifVillmannKostrzewaetal., author = {Schleif, Frank-Michael and Villmann, Thomas and Kostrzewa, Markus and Hammer, Barbara and Gammerman, Alexander}, title = {Cancer informatics by prototype networks in mass spectrometry}, series = {Artificial Intelligence in Medicine}, volume = {45}, journal = {Artificial Intelligence in Medicine}, number = {2-3}, doi = {10.1016/j.artmed.2008.07.018}, pages = {215 -- 228}, language = {en} } @article{SimmuteitSchleifVillmannetal., author = {Simmuteit, Stephan and Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Evolving trees for the retrieval of mass spectrometry-based bacteria fingerprints}, series = {Knowledge and Information Systems}, volume = {25}, journal = {Knowledge and Information Systems}, number = {2}, doi = {10.1007/s10115-009-0249-4}, pages = {327 -- 343}, language = {en} } @inproceedings{ZuehlkeSchleifGewenigeretal., author = {Z{\"u}hlke, Dietlind and Schleif, Frank-Michael and Geweniger, Tina and Haase, Sven and Villmann, Thomas}, title = {Learning vector quantization for heterogeneous structured 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{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{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{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} } @article{MwebazeSchneiderSchleifetal., author = {Mwebaze, Ernest and Schneider, Petra and Schleif, Frank-Michael and Aduwo, Jennifer R. and Quinn, John A. and Haase, Sven and Villmann, Thomas and Biehl, Michael}, title = {Divergence-based classification in learning vector quantization}, series = {Neurocomputing}, volume = {74}, journal = {Neurocomputing}, number = {9}, doi = {10.1016/j.neucom.2010.10.016}, pages = {1429 -- 1435}, language = {en} } @inproceedings{SchneiderSchleifVillmannetal., author = {Schneider, Petra and Schleif, Frank-Michael and Villmann, Thomas and Biehl, Michael}, title = {Generalized matrix learning vector quantizer for the analysis of spectral data}, series = {16th European Symposium on Artificial Neural Networks, ESANN 2008, Bruges, Belgium, April 23-25, 2008, Proceedings}, booktitle = {16th European Symposium on Artificial Neural Networks, ESANN 2008, Bruges, Belgium, April 23-25, 2008, Proceedings}, pages = {451 -- 456}, language = {en} } @inproceedings{MwebazeSchneiderSchleifetal., author = {Mwebaze, Ernest and Schneider, Petra and Schleif, Frank-Michael and Haase, Sven and Villmann, Thomas and Biehl, Michael}, title = {Divergence based Learning Vector Quantization}, 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{SchneiderGewenigerSchleifetal., author = {Schneider, Petra and Geweniger, Tina and Schleif, Frank-Michael and Biehl, Michael and Villmann, Thomas}, title = {Multivariate class labeling in Robust Soft LVQ}, series = {19th European Symposium on Artificial Neural Networks, ESANN 2011, Bruges, Belgium, April 27-29, 2011, Proceedings}, booktitle = {19th European Symposium on Artificial Neural Networks, ESANN 2011, Bruges, Belgium, April 27-29, 2011, Proceedings}, language = {en} } @inproceedings{BiehlBunteSchleifetal., author = {Biehl, Michael and Bunte, Kerstin and Schleif, Frank-Michael and Schneider, Petra and Villmann, Thomas}, title = {Large margin linear discriminative visualization by Matrix Relevance Learning}, series = {The 2012 International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia, June 10-15, 2012}, booktitle = {The 2012 International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia, June 10-15, 2012}, doi = {10.1109/IJCNN.2012.6252627}, pages = {1 -- 8}, language = {en} } @article{BunteSchneiderHammeretal., author = {Bunte, Kerstin and Schneider, Petra and Hammer, Barbara and Schleif, Frank-Michael and Villmann, Thomas and Biehl, Michael}, title = {Limited Rank Matrix Learning, discriminative dimension reduction and visualization}, series = {Neural Networks}, volume = {26}, journal = {Neural Networks}, doi = {10.1016/j.neunet.2011.10.001}, pages = {159 -- 173}, language = {en} } @inproceedings{BiehlHammerSchleifetal., author = {Biehl, Michael and Hammer, Barbara and Schleif, Frank-Michael and Schneider, Petra and Villmann, Thomas}, title = {Stationarity of Matrix Relevance LVQ}, series = {2015 International Joint Conference on Neural Networks, IJCNN 2015, Killarney, Ireland, July 12-17, 2015}, booktitle = {2015 International Joint Conference on Neural Networks, IJCNN 2015, Killarney, Ireland, July 12-17, 2015}, doi = {10.1109/IJCNN.2015.7280441}, pages = {1 -- 8}, language = {en} } @inproceedings{MuenchSophieBohnsackEngelsbergeretal., author = {M{\"u}nch, Maximilian and Sophie Bohnsack, Katrin and Engelsberger, Alexander and Schleif, Frank-Michael and Villmann, Thomas}, title = {Sparse Nystr{\"o}m Approximation for Non-Vectorial Data Using Class-informed Landmark Selection}, series = {31st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2023, Bruges, Belgium, October 4-6, 2023}, booktitle = {31st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2023, Bruges, Belgium, October 4-6, 2023}, doi = {10.14428/ESANN/2023.ES2023-136}, language = {en} } @article{VillmannSchleifKostrzewaetal., author = {Villmann, Thomas and Schleif, Frank-Michael and Kostrzewa, Markus and Walch, Axel and Hammer, Barbara}, title = {Classification of mass-spectrometric data in clinical proteomics using learning vector quantization methods}, series = {Briefings in Bioinformatics}, volume = {9}, journal = {Briefings in Bioinformatics}, number = {2}, doi = {10.1093/bib/bbn009}, pages = {129 -- 143}, language = {en} } @article{StrickertSchleifSeiffertetal., author = {Strickert, Marc and Schleif, Frank-Michael and Seiffert, Udo and Villmann, Thomas}, title = {Derivatives of Pearson Correlation for Gradient-based Analysis of Biomedical Data}, series = {Inteligencia Artificial}, volume = {12}, journal = {Inteligencia Artificial}, number = {37}, pages = {37 -- 44}, language = {en} } @incollection{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Prototype Based Classification in Bioinformatics}, series = {Encyclopedia of Artificial Intelligence (3 Volumes)}, booktitle = {Encyclopedia of Artificial Intelligence (3 Volumes)}, editor = {Rabu{\~n}al, Juan R. and Dorado, Juli{\´a}n and Pazos, Alejandro}, pages = {1337 -- 1342}, 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{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} } @article{SchleifVillmannHammeretal., author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara and Schneider, Petra}, title = {Efficient Kernelized Prototype Based Classification}, series = {International Journal of Neural Systems}, volume = {21}, journal = {International Journal of Neural Systems}, number = {6}, doi = {10.1142/S012906571100295X}, pages = {443 -- 457}, language = {en} } @article{VillmannSchleifHammer, author = {Villmann, Thomas and Schleif, Frank-Michael and Hammer, Barbara}, title = {Comparison of relevance learning vector quantization with other metric adaptive classification methods}, series = {Neural Networks}, volume = {19}, journal = {Neural Networks}, number = {5}, doi = {10.1016/j.neunet.2005.07.013}, pages = {610 -- 622}, 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} } @article{VillmannHammerSchleifetal., author = {Villmann, Thomas and Hammer, Barbara and Schleif, Frank-Michael and Geweniger, Tina and Hermann, Wieland}, title = {Fuzzy classification by fuzzy labeled neural gas}, series = {Neural Networks}, volume = {19}, journal = {Neural Networks}, number = {6-7}, doi = {10.1016/j.neunet.2006.05.026}, pages = {772 -- 779}, language = {en} } @inproceedings{HammerVillmannSchleifetal., author = {Hammer, Barbara and Villmann, Thomas and Schleif, Frank-Michael and Albani, Cornelia and Hermann, Wieland}, title = {Learning Vector Quantization Classification with Local Relevance Determination for Medical Data}, series = {Artificial Intelligence and Soft Computing - ICAISC 2006, 8th International Conference, Zakopane, Poland, June 25-29, 2006, Proceedings}, booktitle = {Artificial Intelligence and Soft Computing - ICAISC 2006, 8th International Conference, Zakopane, Poland, June 25-29, 2006, Proceedings}, editor = {Rutkowski, Leszek and Tadeusiewicz, Ryszard and Zadeh, Lotfi A. and Zurada, Jacek M.}, doi = {10.1007/11785231_63}, pages = {603 -- 612}, 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{VillmannSchleifHammer, author = {Villmann, Thomas and Schleif, Frank-Michael and Hammer, Barbara}, title = {Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning}, series = {Fourth International Conference on Machine Learning and Applications, ICMLA 2005, Los Angeles, California, USA, 15-17 December 2005}, booktitle = {Fourth International Conference on Machine Learning and Applications, ICMLA 2005, Los Angeles, California, USA, 15-17 December 2005}, editor = {Arif Wani, M. and Milanova, Mariofanna G. and Kurgan, Lukasz A. and Reformat, Marek Z. and Hafeez, Khalid}, doi = {10.1109/ICMLA.2005.38}, language = {en} } @inproceedings{BruessBollenbeckSchleifetal., author = {Br{\"u}ß, Cornelia and Bollenbeck, Felix and Schleif, Frank-Michael and Weschke, Winfriede and Villmann, Thomas and Seiffert, Udo}, title = {Fuzzy image segmentation with Fuzzy Labelled Neural Gas}, 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 = {563 -- 568}, language = {en} } @inproceedings{GewenigerSchleifHasenfussetal., author = {Geweniger, Tina and Schleif, Frank-Michael and Hasenfuss, Alexander and Hammer, Barbara and Villmann, Thomas}, title = {Comparison of Cluster Algorithms for the Analysis of Text Data Using Kolmogorov Complexity}, series = {Advances in Neuro-Information Processing, 15th International Conference, ICONIP 2008, Auckland, New Zealand, November 25-28, 2008, Revised Selected Papers, Part II}, volume = {5507}, booktitle = {Advances in Neuro-Information Processing, 15th International Conference, ICONIP 2008, Auckland, New Zealand, November 25-28, 2008, Revised Selected Papers, Part II}, editor = {K{\"o}ppen, Mario and Kasabov, Nikola K. and Coghill, George G.}, doi = {10.1007/978-3-642-03040-6_8}, pages = {61 -- 69}, language = {en} } @incollection{SchleifVillmannHammeretal., author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara and van der Werff, Martijn and Deelder, Andr{\´e} M. and Tollenaar, Rob A. E. M.}, title = {Analysis of Spectral Data in Clinical Proteomics by Use of Learning Vector Quantizers}, series = {Computational Intelligence in Biomedicine and Bioinformatics, Current Trends and Applications}, volume = {151}, booktitle = {Computational Intelligence in Biomedicine and Bioinformatics, Current Trends and Applications}, editor = {Smolinski, Tomasz G. and Milanova, Mariofanna G. and Ella Hassanien, Aboul}, doi = {10.1007/978-3-540-70778-3_6}, pages = {141 -- 167}, language = {en} } @inproceedings{BunteSchleifHaaseetal., author = {Bunte, Kerstin and Schleif, Frank-Michael and Haase, Sven and Villmann, Thomas}, title = {Mathematical Foundations of the Self Organized Neighbor Embedding (SONE) for Dimension Reduction and Visualization}, series = {19th European Symposium on Artificial Neural Networks, ESANN 2011, Bruges, Belgium, April 27-29, 2011, Proceedings}, booktitle = {19th European Symposium on Artificial Neural Networks, ESANN 2011, Bruges, Belgium, April 27-29, 2011, Proceedings}, language = {en} }