@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} }