@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} } @article{AnguloAldoLeeSchleif, author = {Angulo, Cecilio and Aldo Lee, John and Schleif, Frank-Michael}, title = {Advances in computational intelligence and learning (ESANN 2009)}, series = {Neurocomputing}, volume = {73}, journal = {Neurocomputing}, number = {7-9}, doi = {10.1016/j.neucom.2009.12.020}, pages = {1049 -- 1050}, language = {en} } @article{MokbelPaassenSchleifetal., author = {Mokbel, Bassam and Paaßen, Benjamin and Schleif, Frank-Michael and Hammer, Barbara}, title = {Metric learning for sequences in relational LVQ}, series = {Neurocomputing}, volume = {169}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2014.11.082}, pages = {306 -- 322}, language = {en} } @article{SchleifTino, author = {Schleif, Frank-Michael and Ti{\~n}o, Peter}, title = {Indefinite Proximity Learning: A Review}, series = {Neural Compututation}, volume = {27}, journal = {Neural Compututation}, number = {10}, doi = {10.1162/NECO_a_00770}, pages = {2039 -- 2096}, language = {en} } @inproceedings{HartmannDobhanEngelmannetal., author = {Hartmann, J{\"u}rgen and Dobhan, Alexander and Engelmann, Bastian and Eberhardt, Lars and Heusinger, Moritz and Raab, C and Schleif, Frank-Michael and T{\"u}rk, M.}, title = {Optimierung von Prozessen und Werkzeugmaschinen durch Bereitstellung, Analyse und Soll-Ist-Vergleich von Produktionsdaten: Digitalkonferenz}, 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{SchleifRiemerBoerneretal., author = {Schleif, Frank-Michael and Riemer, T. and B{\"o}rner, U. and Schnapka-Hille, L. and Cross, Michael}, title = {Genetic algorithm for shift-uncertainty correction in 1-D NMR-based metabolite identifications and quantifications}, series = {Bioinformatics}, volume = {27}, journal = {Bioinformatics}, number = {4}, doi = {10.1093/bioinformatics/btq661}, pages = {524 -- 533}, 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} } @article{SchleifBiehlVellido, author = {Schleif, Frank-Michael and Biehl, Michael and Vellido, Alfredo}, title = {Advances in machine learning and computational intelligence}, series = {Neurocomputing}, volume = {72}, journal = {Neurocomputing}, number = {7-9}, doi = {10.1016/j.neucom.2008.12.013}, pages = {1377 -- 1378}, language = {en} } @article{BiehlGhioSchleif, author = {Biehl, Michael and Ghio, Alessandro and Schleif, Frank-Michael}, title = {Developments in computational intelligence and machine learning}, series = {Neurocomputing}, volume = {169}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2015.03.062}, pages = {185 -- 186}, language = {en} } @article{SchleifHammerGonzalezMonroyetal., author = {Schleif, Frank-Michael and Hammer, Barbara and Gonzalez Monroy, Javier and Gonz{\´a}lez Jim{\´e}nez, Javier and Blanco-Claraco, Jos{\´e}-Luis and Biehl, Michael and Petkov, Nicolai}, title = {Odor recognition in robotics applications by discriminative time-series modeling}, series = {Pattern Analysis and Applications}, volume = {19}, journal = {Pattern Analysis and Applications}, number = {1}, doi = {10.1007/s10044-014-0442-2}, pages = {207 -- 220}, 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} } @article{MuenchRaabBiehletal., author = {M{\"u}nch, Maximilian and Raab, Christoph and Biehl, Michael and Schleif, Frank-Michael}, title = {Data-Driven Supervised Learning for Life Science Data}, series = {Frontiers in Applied Mathematics and Statistics}, volume = {6}, journal = {Frontiers in Applied Mathematics and Statistics}, doi = {10.3389/fams.2020.553000}, pages = {553000 -- 553000}, language = {en} } @inproceedings{BunteSchleifBiehl, author = {Bunte, Kerstin and Schleif, Frank-Michael and Biehl, Michael}, title = {Adaptive learning for complex-valued data}, series = {20th European Symposium on Artificial Neural Networks, ESANN 2012, Bruges, Belgium, April 25-27, 2012}, booktitle = {20th European Symposium on Artificial Neural Networks, ESANN 2012, Bruges, Belgium, April 25-27, 2012}, 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} } @article{MuenchStraatBiehletal., author = {M{\"u}nch, Maximilian and Straat, Michiel and Biehl, Michael and Schleif, Frank-Michael}, title = {Complex-valued embeddings of generic proximity data}, series = {CoRR}, volume = {abs/2008.13454}, journal = {CoRR}, language = {en} }