TY - CHAP A1 - Simmuteit, Stephan A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Elssner, Thomas ED - Arif Wani, M. ED - Kantardzic, Mehmed M. ED - Palade, Vasile ED - Kurgan, Lukasz A. ED - (Alan) Qi, Yuan T1 - Tanimoto Metric in Tree-SOM for Improved Representation of Mass Spectrometry Data with an Underlying Taxonomic Structure T2 - International Conference on Machine Learning and Applications, ICMLA 2009, Miami Beach, Florida, USA, December 13-15, 2009 Y1 - 2009 U6 - https://doi.org/10.1109/ICMLA.2009.111 SP - 563 EP - 567 ER - 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 - 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 - Geweniger, Tina A1 - Schleif, Frank-Michael A1 - Villmann, Thomas ED - Villmann, Thomas ED - Schleif, Frank-Michael ED - Kaden, Marika ED - Lange, Mandy T1 - Probabilistic Prototype Classification Using t-norms T2 - Advances in Self-Organizing Maps and Learning Vector Quantization - Proceedings of the 10th International Workshop, WSOM 2014, Mittweida, Germany, July, 2-4, 2014 Y1 - 2014 U6 - https://doi.org/10.1007/978-3-319-07695-9_9 SP - 99 EP - 108 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Zhu, Xibin ED - Zhou, Zhi-Hua ED - Wang, Wei ED - Kumar, Ravi ED - Toivonen, Hannu ED - Pei, Jian ED - Zhexue Huang, Joshua ED - Wu, Xindong T1 - High Dimensional Matrix Relevance Learning T2 - 2014 IEEE International Conference on Data Mining Workshops, ICDM Workshops 2014, Shenzhen, China, December 14, 2014 Y1 - 2014 U6 - https://doi.org/10.1109/ICDMW.2014.15 SP - 661 EP - 667 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Tiño, Peter A1 - Villmann, Thomas T1 - Recent trends in learning of structured and non-standard data T2 - 22th European Symposium on Artificial Neural Networks, ESANN 2014, Bruges, Belgium, April 23-25, 2014 Y1 - 2014 ER - TY - CHAP A1 - Villmann, Thomas A1 - Schleif, Frank-Michael A1 - van der Werff, Martijn A1 - Deelder, André M. A1 - Tollenaar, Rob A. E. M. ED - Arif Wani, M. ED - Kantardzic, Mehmed M. ED - Li, Tao ED - Liu, Ying ED - Kurgan, Lukasz A. ED - Ye, Jieping ED - Ogihara, Mitsunori ED - Sagiroglu, Seref ED - Chen, Xue-wen ED - Peterson, Leif E. ED - Hafeez, Khalid T1 - Association Learning in SOMs for Fuzzy-Classification T2 - The Sixth International Conference on Machine Learning and Applications, ICMLA 2007, Cincinnati, Ohio, USA, 13-15 December 2007 Y1 - 2007 U6 - https://doi.org/10.1109/ICMLA.2007.29 SP - 581 EP - 586 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 - CHAP A1 - Villmann, Thomas A1 - Strickert, Marc A1 - Brüß, Cornelia A1 - Schleif, Frank-Michael A1 - Seiffert, Udo T1 - Visualization of Fuzzy Information in Fuzzy-Classification for Image Segmentation using MDS T2 - 15th European Symposium on Artificial Neural Networks, ESANN 2007, Bruges, Belgium, April 25-27, 2007, Proceedings Y1 - 2007 SP - 103 EP - 108 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 - Strickert, Marc A1 - Keilwagen, Jens A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Biehl, Michael ED - Cabestany, Joan ED - Sandoval Hernández, Francisco ED - Prieto, Alberto ED - Corchado, Juan M. T1 - Matrix Metric Adaptation for Improved Linear Discriminant Analysis of Biomedical Data T2 - 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 Y1 - 2009 U6 - https://doi.org/10.1007/978-3-642-02478-8_117 SP - 933 EP - 940 ER - TY - JOUR A1 - Strickert, Marc A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Seiffert, Udo ED - Biehl, Michael ED - Hammer, Barbara ED - Verleysen, Michel ED - Villmann, Thomas T1 - Unleashing Pearson Correlation for Faithful Analysis of Biomedical Data JF - Similarity-Based Clustering, Recent Developments and Biomedical Applications [outcome of a Dagstuhl Seminar] Y1 - 2009 U6 - https://doi.org/10.1007/978-3-642-01805-3_5 SP - 70 EP - 91 ER - TY - CHAP A1 - Simmuteit, Stephan A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Kostrzewa, Markus ED - Carlos Prı́ncipe, José ED - Miikkulainen, Risto T1 - Hierarchical PCA Using Tree-SOM for the Identification of Bacteria T2 - Advances in Self-Organizing Maps, 7th International Workshop, WSOM 2009, St. Augustine, FL, USA, June 8-10, 2009. Proceedings Y1 - 2009 U6 - https://doi.org/10.1007/978-3-642-02397-2_31 SP - 272 EP - 280 ER - TY - CHAP A1 - Villmann, Thomas A1 - Schleif, Frank-Michael T1 - Functional vector quantization by neural maps T2 - First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2009, Grenoble, France, August 26-28, 2009 Y1 - 2009 U6 - https://doi.org/10.1109/WHISPERS.2009.5289064 SP - 1 EP - 4 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Ongyerth, Matthias T1 - Supervised data analysis and reliability estimation with exemplary application for spectral data JF - Neurocomputing Y1 - 2009 U6 - https://doi.org/10.1016/j.neucom.2008.12.040 VL - 72 IS - 16-18 SP - 3590 EP - 3601 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, Thomas T1 - Neural Maps and Learning Vector Quantization - Theory and Applications T2 - 17th European Symposium on Artificial Neural Networks, ESANN 2009, Bruges, Belgium, April 22-24, 2009, Proceedings Y1 - 2009 ER -