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 - Schleif, Frank-Michael A1 - Zhu, Xibin A1 - Hammer, Barbara T1 - Sparse conformal prediction for dissimilarity data JF - Annals of Mathematics and Artificial Intelligence Y1 - 2015 U6 - https://doi.org/10.1007/s10472-014-9402-1 VL - 74 IS - 1-2 SP - 95 EP - 116 ER - TY - CHAP A1 - Polato, Mirko A1 - Hammer, Barbara A1 - Schleif, Frank-Michael T1 - Machine learning in distributed, federated and non-stationary environments - recent trends T2 - 32nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2024, Bruges, Belgium, October 9-11, 2024 Y1 - 2024 U6 - https://doi.org/10.14428/ESANN/2024.ES2024-3 ER - TY - JOUR A1 - Hofmann, Daniela A1 - Schleif, Frank-Michael A1 - Paaßen, Benjamin A1 - Hammer, Barbara T1 - Learning interpretable kernelized prototype-based models JF - Neurocomputing Y1 - 2014 U6 - https://doi.org/10.1016/j.neucom.2014.03.003 VL - 141 SP - 84 EP - 96 ER - TY - CHAP A1 - Zhu, Xibin A1 - Schleif, Frank-Michael A1 - Hammer, Barbara ED - Rojas, Ignacio ED - Joya Caparrós, Gonzalo ED - Cabestany, Joan T1 - Secure Semi-supervised Vector Quantization for Dissimilarity Data T2 - Advances in Computational Intelligence - 12th International Work-Conference on Artificial Neural Networks, IWANN 2013, Puerto de la Cruz, Tenerife, Spain, June 12-14, 2013, Proceedings, Part I Y1 - 2013 U6 - https://doi.org/10.1007/978-3-642-38679-4_34 SP - 347 EP - 356 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Zhu, Xibin A1 - Hammer, Barbara ED - Pechenizkiy, Mykola ED - Wojciechowski, Marek T1 - Soft Competitive Learning for Large Data Sets T2 - New Trends in Databases and Information Systems, Workshop Proceedings of the 16th East European Conference, ADBIS 2012, Poznań, Poland, September 17-21, 2012 Y1 - 2012 U6 - https://doi.org/10.1007/978-3-642-32518-2\_14 VL - 185 SP - 141 EP - 151 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 - Zhu, Xibin A1 - Schleif, Frank-Michael A1 - Hammer, Barbara T1 - Semi-Supervised Vector Quantization for proximity data T2 - 21st European Symposium on Artificial Neural Networks, ESANN 2013, Bruges, Belgium, April 24-26, 2013 Y1 - 2013 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 - 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 - 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 - 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 - Gisbrecht, Andrej A1 - Hammer, Barbara T1 - Relevance learning for short high-dimensional time series in the life sciences 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.2012.6252653 SP - 1 EP - 8 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 - JOUR A1 - Zhu, Xibin A1 - Schleif, Frank-Michael A1 - Hammer, Barbara T1 - Adaptive conformal semi-supervised vector quantization for dissimilarity data JF - Pattern Recognition Letters Y1 - 2014 U6 - https://doi.org/10.1016/j.patrec.2014.07.009 VL - 49 SP - 138 EP - 145 ER - TY - JOUR A1 - Villmann, Thomas A1 - Schleif, Frank-Michael A1 - Kostrzewa, Markus A1 - Walch, Axel A1 - Hammer, Barbara T1 - Classification of mass-spectrometric data in clinical proteomics using learning vector quantization methods JF - Briefings in Bioinformatics Y1 - 2008 U6 - https://doi.org/10.1093/bib/bbn009 VL - 9 IS - 2 SP - 129 EP - 143 ER - TY - JOUR A1 - Gisbrecht, Andrej A1 - Mokbel, Bassam A1 - Schleif, Frank-Michael A1 - Zhu, Xibin A1 - Hammer, Barbara T1 - Linear Time Relational Prototype Based Learning JF - International Journal of Neural Systems Y1 - 2012 U6 - https://doi.org/10.1142/S0129065712500219 VL - 22 IS - 5 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara ED - Rabuñal, Juan R. ED - Dorado, Julián ED - Pazos, Alejandro T1 - Prototype Based Classification in Bioinformatics T2 - Encyclopedia of Artificial Intelligence (3 Volumes) Y1 - 2009 SP - 1337 EP - 1342 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 - 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 - 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 - JOUR A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara A1 - Schneider, Petra T1 - Efficient Kernelized Prototype Based Classification JF - International Journal of Neural Systems Y1 - 2011 U6 - https://doi.org/10.1142/S012906571100295X VL - 21 IS - 6 SP - 443 EP - 457 ER - TY - JOUR A1 - Villmann, Thomas A1 - Schleif, Frank-Michael A1 - Hammer, Barbara T1 - Comparison of relevance learning vector quantization with other metric adaptive classification methods JF - Neural Networks Y1 - 2006 U6 - https://doi.org/10.1016/j.neunet.2005.07.013 VL - 19 IS - 5 SP - 610 EP - 622 ER -