TY - JOUR A1 - Münch, Maximilian A1 - Raab, Christoph A1 - Biehl, Michael A1 - Schleif, Frank-Michael T1 - Data-Driven Supervised Learning for Life Science Data JF - Frontiers in Applied Mathematics and Statistics Y1 - 2020 U6 - https://doi.org/10.3389/fams.2020.553000 VL - 6 SP - 553000 EP - 553000 ER - TY - CHAP A1 - Schneider, Petra A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Biehl, Michael T1 - Generalized matrix learning vector quantizer for the analysis of spectral data T2 - 16th European Symposium on Artificial Neural Networks, ESANN 2008, Bruges, Belgium, April 23-25, 2008, Proceedings Y1 - 2008 SP - 451 EP - 456 ER - TY - CHAP A1 - Mwebaze, Ernest A1 - Schneider, Petra A1 - Schleif, Frank-Michael A1 - Haase, Sven A1 - Villmann, Thomas A1 - Biehl, Michael T1 - Divergence based Learning Vector Quantization T2 - 18th European Symposium on Artificial Neural Networks, ESANN 2010, Bruges, Belgium, April 28-30, 2010, Proceedings Y1 - 2010 ER - TY - CHAP A1 - Schneider, Petra A1 - Geweniger, Tina A1 - Schleif, Frank-Michael A1 - Biehl, Michael A1 - Villmann, Thomas T1 - Multivariate class labeling in Robust Soft LVQ T2 - 19th European Symposium on Artificial Neural Networks, ESANN 2011, Bruges, Belgium, April 27-29, 2011, Proceedings Y1 - 2011 ER - TY - CHAP A1 - Münch, Maximilian A1 - Raab, Christoph A1 - Biehl, Michael A1 - Schleif, Frank-Michael ED - De Marsico, Maria ED - Sanniti di Baja, Gabriella ED - Fred, Ana L. N. T1 - Structure Preserving Encoding of Non-euclidean Similarity Data T2 - Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2020, Valletta, Malta, February 22-24, 2020 Y1 - 2020 U6 - https://doi.org/10.5220/0008955100430051 SP - 43 EP - 51 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 - 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 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 - CHAP A1 - Münch, Maximilian A1 - Straat, Michiel A1 - Biehl, Michael A1 - Schleif, Frank-Michael ED - Torsello, Andrea ED - Rossi, Luca ED - Pelillo, Marcello ED - Biggio, Battista ED - Robles-Kelly, Antonio T1 - Complex-Valued Embeddings of Generic Proximity Data T2 - Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshops, S+SSPR 2020, Padua, Italy, January 21-22, 2021, Proceedings Y1 - 2020 U6 - https://doi.org/10.1007/978-3-030-73973-7_2 SP - 14 EP - 23 ER - TY - CHAP A1 - Bunte, Kerstin A1 - Schleif, Frank-Michael A1 - Biehl, Michael T1 - Adaptive learning for complex-valued data T2 - 20th European Symposium on Artificial Neural Networks, ESANN 2012, Bruges, Belgium, April 25-27, 2012 Y1 - 2012 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Hammer, Barbara A1 - Gonzalez Monroy, Javier A1 - González Jiménez, Javier A1 - Blanco-Claraco, José-Luis A1 - Biehl, Michael A1 - Petkov, Nicolai T1 - Odor recognition in robotics applications by discriminative time-series modeling JF - Pattern Analysis and Applications Y1 - 2016 U6 - https://doi.org/10.1007/s10044-014-0442-2 VL - 19 IS - 1 SP - 207 EP - 220 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 - Biehl, Michael A1 - Ghio, Alessandro A1 - Schleif, Frank-Michael T1 - Developments in computational intelligence and machine learning JF - Neurocomputing Y1 - 2015 U6 - https://doi.org/10.1016/j.neucom.2015.03.062 VL - 169 SP - 185 EP - 186 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 - Bunte, Kerstin A1 - Schleif, Frank-Michael A1 - Schneider, Petra A1 - Villmann, Thomas T1 - Large margin linear discriminative visualization by Matrix Relevance Learning T2 - The 2012 International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia, June 10-15, 2012 Y1 - 2012 U6 - https://doi.org/10.1109/IJCNN.2012.6252627 SP - 1 EP - 8 ER - TY - JOUR A1 - Mwebaze, Ernest A1 - Schneider, Petra A1 - Schleif, Frank-Michael A1 - Aduwo, Jennifer R. A1 - Quinn, John A. A1 - Haase, Sven A1 - Villmann, Thomas A1 - Biehl, Michael T1 - Divergence-based classification in learning vector quantization JF - Neurocomputing Y1 - 2011 U6 - https://doi.org/10.1016/j.neucom.2010.10.016 VL - 74 IS - 9 SP - 1429 EP - 1435 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Biehl, Michael A1 - Vellido, Alfredo T1 - Advances in machine learning and computational intelligence JF - Neurocomputing Y1 - 2009 U6 - https://doi.org/10.1016/j.neucom.2008.12.013 VL - 72 IS - 7-9 SP - 1377 EP - 1378 ER -