@inproceedings{StrickertSchleifVillmannetal., author = {Strickert, M. and Schleif, Frank-Michael and Villmann, T. and Seiffert, U.}, title = {Derivatives of Pearson Correlation for Gradient based Analysis of Biomedical Data}, series = {Similarity based Clustering, LNCS}, booktitle = {Similarity based Clustering, LNCS}, language = {en} } @article{VillmannSchleifHammeretal., author = {Villmann, T. and Schleif, Frank-Michael and Hammer, B. and Kostrzewa, M.}, title = {Exploration of Mass-Spectrometric Data in Clinical Proteomics Using Learning Vector Quantization Methods}, series = {Briefings in Bioinformatics}, volume = {9}, journal = {Briefings in Bioinformatics}, number = {2}, pages = {129 -- 143}, language = {en} } @inproceedings{SchleifRiemerCrossetal., author = {Schleif, Frank-Michael and Riemer, T. and Cross, M. and Villmann, T.}, title = {Automatic Identification and Quantification of Metabolites in H-NMR Measurements}, series = {In Proceedings of the Workshop on Computational Systems Biology (WCSB) 2008}, booktitle = {In Proceedings of the Workshop on Computational Systems Biology (WCSB) 2008}, isbn = {978-952-15-1988-8}, pages = {165 -- 168}, language = {en} } @incollection{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, T. and Hammer, B.}, title = {Pattern Recognition by Supervised Relevance Neural Gas and its Application to Spectral Data in Bioinformatics}, series = {Encyclopedia of Artificial Intelligence}, booktitle = {Encyclopedia of Artificial Intelligence}, isbn = {978-1-59904-849-9}, language = {en} } @article{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, T. and Hammer, B.}, title = {Prototype based Fuzzy Classification in Clinical Proteomics}, series = {International Journal of Approximate Reasoning}, volume = {47}, journal = {International Journal of Approximate Reasoning}, number = {1}, pages = {4 -- 16}, language = {en} } @article{SchleifLindemannMaassetal., author = {Schleif, Frank-Michael and Lindemann, M. and Maass, P. and Diaz, M. and Decker, J. and Elssner, T. and Kuhn, M. and Thiele, H.}, title = {Support Vector Classification of Proteomic Profile Spectra based on Feature Extraction with the Bi-orthogonal Discrete Wavelet Transform}, series = {Computing and Visualization in Science}, volume = {12}, journal = {Computing and Visualization in Science}, pages = {189 -- 199}, language = {en} } @inproceedings{SimmuteitSchleifVillmann, author = {Simmuteit, S. and Schleif, Frank-Michael and Villmann, T.}, title = {Hierarchical evolving trees together with global and local learning for large data sets in MALDI imaging}, series = {Proceedings of WCSB 2010}, booktitle = {Proceedings of WCSB 2010}, pages = {103 -- 106}, language = {en} } @inproceedings{SchleifRiemerBoerneretal., author = {Schleif, Frank-Michael and Riemer, T. and Boerner, U. and Schnapka-Hille, L. and Cross, M.}, title = {Efficient identification and quantification of metabolites in 1-H NMR measurements by a novel data encoding approach}, series = {Proceedings of WCSB 2010}, booktitle = {Proceedings of WCSB 2010}, pages = {91 -- 94}, language = {en} } @inproceedings{SchleifSimmuteitVillmann, author = {Schleif, Frank-Michael and Simmuteit, S. and Villmann, T.}, title = {Hierarchical deconvolution of linear mixtures of high-dimensional mass spectra in micro-biology}, series = {Proceedings of AIA 2011}, booktitle = {Proceedings of AIA 2011}, doi = {http://dx.doi.org/10.2316/P.2011.717-011}, pages = {CD -- publication}, language = {en} } @inproceedings{SchleifHammerVillmann, author = {Schleif, Frank-Michael and Hammer, B. and Villmann, Th.}, title = {Supervised Neural Gas for Functional Data and its Application to the Analysis of Clinical Proteom Spectra}, series = {In Proceedings of the 9th International Work-Conference on Artificial Neural Networks (IWANN) 2007}, booktitle = {In Proceedings of the 9th International Work-Conference on Artificial Neural Networks (IWANN) 2007}, isbn = {978-3-540-73006-4}, pages = {1036 -- 1044}, language = {en} } @inproceedings{HasenfussHammerSchleifetal., author = {Hasenfuss, A. and Hammer, B. and Schleif, Frank-Michael and T. Villmann,}, title = {Neural gas clustering for sparse proximity data}, series = {In Proceedings of the 9th International Work-Conference on Artificial Neural Networks (IWANN) 2007}, booktitle = {In Proceedings of the 9th International Work-Conference on Artificial Neural Networks (IWANN) 2007}, isbn = {978-3-540-73006-4}, pages = {539 -- 546}, language = {en} } @inproceedings{DeiningerGerhardSchleif, author = {Deininger, S.-O. and Gerhard, M. and Schleif, Frank-Michael}, title = {Statistical Classification and Visualization of MALDI-Imaging Data}, series = {Proc. of CBMS 2007}, booktitle = {Proc. of CBMS 2007}, pages = {403 -- 405}, language = {en} } @inproceedings{Schleif, author = {Schleif, Frank-Michael}, title = {Prototypen basiertes maschinelles Lernen in der klinische Proteomik}, series = {Ausgezeichnete Informatikdissertationen 2006}, booktitle = {Ausgezeichnete Informatikdissertationen 2006}, isbn = {978-3-88579-411-0}, pages = {179 -- 188}, language = {en} } @inproceedings{VillmannSchleifHammeretal., author = {Villmann, T. and Schleif, Frank-Michael and Hammer, B. and Strickert, M. and Merenyi, E.}, title = {Class imaging of hyperspectral satellite remote sensing data using Fuzzy labeled Self Organizing Maps}, series = {Proc. of WSOM 2007}, booktitle = {Proc. of WSOM 2007}, isbn = {9783000224}, pages = {http://biecoll.ub.uni -- bielefeld.de//frontdoor.php?source_opus=128\&la=en}, language = {en} } @inproceedings{SchneiderBiehlSchleifetal., author = {Schneider, P. and Biehl, M. and Schleif, Frank-Michael and Hammer, B.}, title = {Advanced metric adaptation in General LVQ for classification of mass spectrometry data}, series = {Proc. of WSOM 2007}, booktitle = {Proc. of WSOM 2007}, isbn = {9783000224}, pages = {http://biecoll.ub.uni -- bielefeld.de//frontdoor.php?source_opus=125\&la=en}, language = {en} } @inproceedings{StrickertSchleifSeiffert, author = {Strickert, M. and Schleif, Frank-Michael and Seiffert, U.}, title = {Gradients of Pearson Correlation for Analysis of Biomedical Data}, series = {Proc. of ASAI 2007}, booktitle = {Proc. of ASAI 2007}, isbn = {18502784}, pages = {139 -- 150}, language = {en} } @inproceedings{StrickertSchleif, author = {Strickert, M. and Schleif, Frank-Michael}, title = {Supervised Attribute Relevance Determination for Protein Identification in Stress Experiments}, series = {Proc. of MLSB 2007}, booktitle = {Proc. of MLSB 2007}, pages = {81 -- 86}, language = {en} } @inproceedings{VillmannSchleifWerffetal., author = {Villmann, T. and Schleif, Frank-Michael and Werff, M. v.d. and Deelder, A. and Tollenaar, R.}, title = {Associative learning in SOMs for Fuzzy-Classification}, series = {Proc. of ICMLA 2007}, booktitle = {Proc. of ICMLA 2007}, isbn = {0-7695-3069-9}, pages = {581 -- 586}, language = {en} } @article{Schleif, author = {Schleif, Frank-Michael}, title = {Maschinelles Lernen mit Prototypmethoden in der klinischen Proteomik}, series = {K{\"u}nstliche Intelligenz (KI)}, volume = {4/07}, journal = {K{\"u}nstliche Intelligenz (KI)}, isbn = {0933-1875}, pages = {65 -- 67}, language = {en} } @misc{Schleif, type = {Master Thesis}, author = {Schleif, Frank-Michael}, title = {Momentbasierte Methoden zur Schriftzeichenerkennung}, language = {en} } @inproceedings{VillmannSchleifHammer, author = {Villmann, Th. and Schleif, Frank-Michael and Hammer, B.}, title = {Supervised Neural Gas and Relevance Learning in Learning Vector Quantisation}, series = {In Proceedings of the 4th Workshop on Self Organizing Maps (WSOM) 2003}, booktitle = {In Proceedings of the 4th Workshop on Self Organizing Maps (WSOM) 2003}, editor = {Yamakawa, Takeshi}, pages = {47 -- 52}, language = {en} } @inproceedings{GruhnHuelderIjouietal., author = {Gruhn, V. and H{\"u}lder, M. and Ijoui, R. and Schleif, Frank-Michael}, title = {A distributed logistic support communication system}, series = {In Proceedings of ISD 2003 - Constructing the Infrastructure for the Knowledge Economy - Methods and Tools, Theory and Practice}, booktitle = {In Proceedings of ISD 2003 - Constructing the Infrastructure for the Knowledge Economy - Methods and Tools, Theory and Practice}, editor = {Linger, H. and Fisher, J. and Wojtkowski, W.G. and Zupancic, J. and Vigo, K. and Arnold, J.}, pages = {705 -- 713}, language = {en} } @article{DoerflerSimmelSchleifetal., author = {D{\"o}rfler, T. and Simmel, A. and Schleif, Frank-Michael and Sommerfeld, E.}, title = {Working memory load and EEG coherence}, series = {Brain Topography}, volume = {15}, journal = {Brain Topography}, number = {4}, isbn = {ISSN 0896-0267}, pages = {269 -- 269}, language = {en} } @article{KoehlerBuchtaFMetal., author = {K{\"o}hler, M. and Buchta, K. and F.-M., and Schleif, Frank-Michael and Sommerfeld, E.}, title = {A mission for the EEG coherence analysis: Is the task complex or difficult?}, series = {Brain Topography}, volume = {15}, journal = {Brain Topography}, number = {4}, isbn = {ISSN 0896-0267}, pages = {271 -- 271}, language = {en} } @inproceedings{VillmannHammerSchleif, author = {Villmann, T. and Hammer, B. and Schleif, Frank-Michael}, title = {Metrik Adaptation for Optimal Feature Classification in Learning Vector Quantization Applied to Environment Detection}, series = {In Proceedings of Selbstorganisation Von Adaptivem Verfahren (SOAVE'2004)}, booktitle = {In Proceedings of Selbstorganisation Von Adaptivem Verfahren (SOAVE'2004)}, isbn = {3-18-374310-8}, pages = {592 -- 597}, language = {en} } @inproceedings{VillmannHammerSchleifetal., author = {Villmann, Th. and Hammer, B. and Schleif, Frank-Michael and Geweniger, T.}, title = {Fuzzy Labeled Neural GAS for Fuzzy Classification}, series = {Proceedings of the 5th Workshop on Self-Organizing Maps (WSOM) 2005}, booktitle = {Proceedings of the 5th Workshop on Self-Organizing Maps (WSOM) 2005}, editor = {Cottrell, Marie}, pages = {283 -- 290}, language = {en} } @inproceedings{HammerHasenfussSchleifetal., author = {Hammer, B. and Hasenfuss, A. and Schleif, Frank-Michael and Villmann, T.}, title = {Supervised median clustering}, series = {Proc. of ANNIE 2006}, booktitle = {Proc. of ANNIE 2006}, isbn = {0-7918-0256-6}, pages = {623 -- 632}, language = {en} } @inproceedings{SchleifElssnerKostrzewaetal., author = {Schleif, Frank-Michael and Elssner, T. and Kostrzewa, M. and Villmann, T. and Hammer, B.}, title = {Machine Learning and Soft-Computing in Bioinformatics - A Short Journey}, series = {Proc. of FLINS 2006}, booktitle = {Proc. of FLINS 2006}, isbn = {981-256-690-2}, pages = {541 -- 548}, language = {en} } @article{SchleifHammerVillmann, author = {Schleif, Frank-Michael and Hammer, B. and Villmann, Th.}, title = {Margin based Active Learning for LVQ Networks}, series = {Neurocomputing}, volume = {70}, journal = {Neurocomputing}, number = {7-9}, pages = {1215 -- 1224}, language = {en} } @inproceedings{Schleif, author = {Schleif, Frank-Michael}, title = {Sparse Kernel Vector Quantization with Local Dependencies}, series = {Proceedings of IJCNN 2011}, booktitle = {Proceedings of IJCNN 2011}, isbn = {978-1-4244-9635-8}, pages = {1538 -- 1545}, language = {en} } @article{StrickertBunteSchleifetal., author = {Strickert, M. and Bunte, Kerstin and Schleif, Frank-Michael and Huellermeier, E.}, title = {Correlation-based Neighbor Embedding}, series = {NeuroComputing}, volume = {141}, journal = {NeuroComputing}, pages = {97 -- 109}, language = {en} } @inproceedings{BiehlHammerSchleifetal., author = {Biehl, M. and Hammer, B. and Schleif, Frank-Michael and Schneider, P. and Villmann, T.}, title = {Stationarity of Matrix Relevance LVQ}, series = {Proceedings of IJCNN 2015}, booktitle = {Proceedings of IJCNN 2015}, pages = {1 -- 8}, language = {en} } @techreport{HammerSchleifVillmann, author = {Hammer, B. and Schleif, Frank-Michael and Villmann, Th.}, title = {On the Generalization Ability of Prototype-Based Classifiers with Local Relevance Determination}, number = {Technical Reports University of Clausthal IfI-05-14}, language = {en} } @techreport{HammerHasenfussSchleifetal., author = {Hammer, B. and Hasenfuss, A. and Schleif, Frank-Michael and Villmann, Th.}, title = {Supervised Median Clustering}, number = {Technical Reports University of Clausthal IfI-09-06}, language = {en} } @techreport{SchleifHasenfussHammer, author = {Schleif, Frank-Michael and Hasenfuss, A. and Hammer, B.}, title = {Aggregation of multiple peak lists by use of an improved neural gas network}, number = {MLR-02-2007, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_02_2007.pdf}, language = {en} } @techreport{Schleif, author = {Schleif, Frank-Michael}, title = {Preprocessing of Nuclear Magnetic Resonance Spectrometry Data}, number = {MLR-01-2007, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_01_2007.pdf}, language = {en} } @techreport{BunteSchneiderHammeretal., author = {Bunte, K. and Schneider, P. and Hammer, B. and Schleif, Frank-Michael and Villmann, T. and Biehl, M.}, title = {Discriminative Visualization by Limited Rank Matrix Learning}, number = {MLR-03-2008, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_03_2008.pdf}, language = {en} } @techreport{SchleifRiemerBoerneretal., author = {Schleif, Frank-Michael and Riemer, T. and Boerner, U. and Cross, M.}, title = {Extended Targeted Profiling to Identify and Quantify Metabolites in 1-H NMR measurements}, series = {Proc. of ICOLE 2009, IfI-05-14}, journal = {Proc. of ICOLE 2009, IfI-05-14}, pages = {to appear -- to appear}, language = {en} } @techreport{SimmuteitSimmuteitSchleifetal., author = {Simmuteit, S. and Simmuteit, J. and Schleif, Frank-Michael and Villmann, T.}, title = {Deconvolution and Identification of Mass Spectra from mixed and pure colonies of bacteria}, series = {Proc. of ICOLE 2009, IfI-05-14}, journal = {Proc. of ICOLE 2009, IfI-05-14}, pages = {to appear -- to appear}, language = {en} } @techreport{BiehlHammerSchleifetal., author = {Biehl, M. and Hammer, B. and Schleif, Frank-Michael and Schneider, P. and Villmann, T.}, title = {Stationarity of Matrix Relevance Learning Vector Quantization}, number = {MLR-01-2009, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_01_2009.pdf}, language = {en} } @techreport{SchleifGisbrecht, author = {Schleif, Frank-Michael and Gisbrecht, A.}, title = {Data analysis of (non-)metric (dis-)similarities at linear costs}, number = {MLR-04-2012, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_04_2012.pdf}, language = {en} } @techreport{Schleif, author = {Schleif, Frank-Michael}, title = {Large scale Nystroem approximation for non-metric similarity and dissimilarity data}, number = {MLR-03-2013, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_03_2013.pdf}, language = {en} } @techreport{SchleifVillmann, author = {Schleif, Frank-Michael and Villmann, T.}, title = {Analysis of temporal Kinect motion capturing data}, number = {MLR-05-2013, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_05_2013.pdf}, language = {en} } @techreport{Schleif, author = {Schleif, Frank-Michael}, title = {Large scale Nystr{\"o}m approximation for non-metric similarity and dissimilarity data}, number = {MLR-03-2013, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/\$\tilde{ }\$compint/mlr/mlr_03_2013.pdf}, language = {en} } @article{GisbrechtSchleif, author = {Gisbrecht, Andrej and Schleif, Frank-Michael}, title = {Metric and non-metric proximity transformations at linear costs}, series = {CoRR}, volume = {abs/1411.1646}, journal = {CoRR}, language = {en} } @article{Schleif, author = {Schleif, Frank-Michael}, title = {OCR mit statistischen Momenten}, series = {Gaotenblatt}, journal = {Gaotenblatt}, isbn = {1619-0114}, pages = {15 -- 17}, language = {en} } @article{SchleifStamer, author = {Schleif, Frank-Michael and Stamer, H.}, title = {LaTeX im studentischen Alltag}, series = {Gaotenblatt}, journal = {Gaotenblatt}, isbn = {1619-0114}, pages = {3 -- 10}, language = {en} } @inproceedings{SimmelDoerflerSchleifetal., author = {Simmel, A. and D{\"o}rfler, T. and Schleif, Frank-Michael and Sommerfeld, E.}, title = {An analysis of connections between internal and external learning process indicators using EEG coherence analysis}, series = {In Proceedings of the 17th Meeting of the International Society for Psychophysics}, booktitle = {In Proceedings of the 17th Meeting of the International Society for Psychophysics}, pages = {602 -- 607}, language = {en} } @inproceedings{DoerflerSimmelSchleifetal., author = {D{\"o}rfler, T. and Simmel, A. and Schleif, Frank-Michael and Sommerfeld, E.}, title = {Complexity - dependent synchronization of brain subsystems during memorization}, series = {In Proceedings of the 17th Meeting of the International Society for Psychophysics}, booktitle = {In Proceedings of the 17th Meeting of the International Society for Psychophysics}, pages = {343 -- 348}, language = {en} } @inproceedings{KoehlerBuchtaFMetal., author = {K{\"o}hler, M. and Buchta, K. and F.-M., and Schleif, Frank-Michael and Sommerfeld, E.}, title = {Complexity and difficulty in memory based comparison}, series = {In Proceedings of the 18th Meeting of the International Society for Psychophysics}, booktitle = {In Proceedings of the 18th Meeting of the International Society for Psychophysics}, pages = {433 -- 439}, language = {en} } @article{Schleif, author = {Schleif, Frank-Michael}, title = {Plugins mit wxWidgets}, series = {Offene Systeme}, volume = {01/05}, journal = {Offene Systeme}, isbn = {1619-0114}, pages = {5 -- 10}, language = {en} } @inproceedings{SimmuteitSchleifVillmannetal., author = {Simmuteit, Stephan and Schleif, Frank-Michael and Villmann, Thomas and Elssner, Thomas}, title = {Tanimoto Metric in Tree-SOM for Improved Representation of Mass Spectrometry Data with an Underlying Taxonomic Structure}, series = {International Conference on Machine Learning and Applications, ICMLA 2009, Miami Beach, Florida, USA, December 13-15, 2009}, booktitle = {International Conference on Machine Learning and Applications, ICMLA 2009, Miami Beach, Florida, USA, December 13-15, 2009}, editor = {Arif Wani, M. and Kantardzic, Mehmed M. and Palade, Vasile and Kurgan, Lukasz A. and (Alan) Qi, Yuan}, doi = {10.1109/ICMLA.2009.111}, pages = {563 -- 567}, language = {en} } @inproceedings{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Local Metric Adaptation for Soft Nearest Prototype Classification to Classify Proteomic Data}, series = {Fuzzy Logic and Applications, 6th International Workshop, WILF 2005, Crema, Italy, September 15-17, 2005, Revised Selected Papers}, volume = {3849}, booktitle = {Fuzzy Logic and Applications, 6th International Workshop, WILF 2005, Crema, Italy, September 15-17, 2005, Revised Selected Papers}, editor = {Bloch, Isabelle and Petrosino, Alfredo and Tettamanzi, Andrea}, doi = {10.1007/11676935_36}, pages = {290 -- 296}, language = {en} } @inproceedings{GewenigerSchleifVillmann, author = {Geweniger, Tina and Schleif, Frank-Michael and Villmann, Thomas}, title = {Probabilistic Prototype Classification Using t-norms}, series = {Advances in Self-Organizing Maps and Learning Vector Quantization - Proceedings of the 10th International Workshop, WSOM 2014, Mittweida, Germany, July, 2-4, 2014}, booktitle = {Advances in Self-Organizing Maps and Learning Vector Quantization - Proceedings of the 10th International Workshop, WSOM 2014, Mittweida, Germany, July, 2-4, 2014}, editor = {Villmann, Thomas and Schleif, Frank-Michael and Kaden, Marika and Lange, Mandy}, doi = {10.1007/978-3-319-07695-9_9}, pages = {99 -- 108}, language = {en} } @inproceedings{SchleifElssnerKostrzewaetal., author = {Schleif, Frank-Michael and Elssner, Thomas and Kostrzewa, Markus and Villmann, Thomas and Hammer, Barbara}, title = {Analysis and Visualization of Proteomic Data by Fuzzy Labeled Self-Organizing Maps}, series = {19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), 22-23 June 2006, Salt Lake City, Utah, USA}, booktitle = {19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), 22-23 June 2006, Salt Lake City, Utah, USA}, doi = {10.1109/CBMS.2006.44}, pages = {919 -- 924}, language = {en} } @inproceedings{SchleifVillmannZhu, author = {Schleif, Frank-Michael and Villmann, Thomas and Zhu, Xibin}, title = {High Dimensional Matrix Relevance Learning}, series = {2014 IEEE International Conference on Data Mining Workshops, ICDM Workshops 2014, Shenzhen, China, December 14, 2014}, booktitle = {2014 IEEE International Conference on Data Mining Workshops, ICDM Workshops 2014, Shenzhen, China, December 14, 2014}, editor = {Zhou, Zhi-Hua and Wang, Wei and Kumar, Ravi and Toivonen, Hannu and Pei, Jian and Zhexue Huang, Joshua and Wu, Xindong}, doi = {10.1109/ICDMW.2014.15}, pages = {661 -- 667}, language = {en} } @inproceedings{SchleifTinoVillmann, author = {Schleif, Frank-Michael and Ti{\~n}o, Peter and Villmann, Thomas}, title = {Recent trends in learning of structured and non-standard data}, series = {22th European Symposium on Artificial Neural Networks, ESANN 2014, Bruges, Belgium, April 23-25, 2014}, booktitle = {22th European Symposium on Artificial Neural Networks, ESANN 2014, Bruges, Belgium, April 23-25, 2014}, language = {en} } @inproceedings{VillmannSchleifvanderWerffetal., author = {Villmann, Thomas and Schleif, Frank-Michael and van der Werff, Martijn and Deelder, Andr{\´e} M. and Tollenaar, Rob A. E. M.}, title = {Association Learning in SOMs for Fuzzy-Classification}, series = {The Sixth International Conference on Machine Learning and Applications, ICMLA 2007, Cincinnati, Ohio, USA, 13-15 December 2007}, booktitle = {The Sixth International Conference on Machine Learning and Applications, ICMLA 2007, Cincinnati, Ohio, USA, 13-15 December 2007}, editor = {Arif Wani, M. and Kantardzic, Mehmed M. and Li, Tao and Liu, Ying and Kurgan, Lukasz A. and Ye, Jieping and Ogihara, Mitsunori and Sagiroglu, Seref and Chen, Xue-wen and Peterson, Leif E. and Hafeez, Khalid}, doi = {10.1109/ICMLA.2007.29}, pages = {581 -- 586}, language = {en} } @inproceedings{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Supervised Neural Gas for Classification of Functional Data and Its Application to the Analysis of Clinical Proteom Spectra}, series = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, editor = {Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Cabestany, Joan and Gra{\~n}a, Manuel}, doi = {10.1007/978-3-540-73007-1_125}, pages = {1036 -- 1044}, language = {en} } @inproceedings{HasenfussHammerSchleifetal., author = {Hasenfuss, Alexander and Hammer, Barbara and Schleif, Frank-Michael and Villmann, Thomas}, title = {Neural Gas Clustering for Dissimilarity Data with Continuous Prototypes}, series = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, editor = {Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Cabestany, Joan and Gra{\~n}a, Manuel}, doi = {10.1007/978-3-540-73007-1_66}, pages = {539 -- 546}, language = {en} } @inproceedings{VillmannSchleifMerenyietal., author = {Villmann, Thomas and Schleif, Frank-Michael and Mer{\´e}nyi, Erzs{\´e}bet and Hammer, Barbara}, title = {Fuzzy Labeled Self-Organizing Map for Classification of Spectra}, series = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, booktitle = {Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebasti{\´a}n, Spain, June 20-22, 2007, Proceedings}, editor = {Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Cabestany, Joan and Gra{\~n}a, Manuel}, doi = {10.1007/978-3-540-73007-1_68}, pages = {556 -- 563}, language = {en} } @inproceedings{SchleifClaussVillmannetal., author = {Schleif, Frank-Michael and Clauss, U. and Villmann, Thomas and Hammer, Barbara}, title = {Supervised relevance neural gas and unified maximum separability analysis for classification of mass spectrometric data}, series = {Proceedings of the 2004 International Conference on Machine Learning and Applications - ICMLA 2004, 16-18 December 2004, Louisville, KY, USA}, booktitle = {Proceedings of the 2004 International Conference on Machine Learning and Applications - ICMLA 2004, 16-18 December 2004, Louisville, KY, USA}, editor = {Kantardzic, Mehmed M. and Milanova, Mariofanna G. and Nasraoui, Olfa}, doi = {10.1109/ICMLA.2004.1383538}, pages = {374 -- 379}, language = {en} } @inproceedings{SchleifVillmannHammer, author = {Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Analysis of Proteomic Spectral Data by Multi Resolution Analysis and Self-Organizing Maps}, series = {Applications of Fuzzy Sets Theory, 7th International Workshop on Fuzzy Logic and Applications, WILF 2007, Camogli, Italy, July 7-10, 2007, Proceedings}, booktitle = {Applications of Fuzzy Sets Theory, 7th International Workshop on Fuzzy Logic and Applications, WILF 2007, Camogli, Italy, July 7-10, 2007, Proceedings}, editor = {Masulli, Francesco and Mitra, Sushmita and Pasi, Gabriella}, doi = {10.1007/978-3-540-73400-0_72}, pages = {563 -- 570}, language = {en} } @inproceedings{HammerHasenfussSchleifetal., author = {Hammer, Barbara and Hasenfuss, Alexander and Schleif, Frank-Michael and Villmann, Thomas and Strickert, Marc and Seiffert, Udo}, title = {Intuitive Clustering of Biological Data}, series = {Proceedings of the International Joint Conference on Neural Networks, IJCNN 2007, Celebrating 20 years of neural networks, Orlando, Florida, USA, August 12-17, 2007}, booktitle = {Proceedings of the International Joint Conference on Neural Networks, IJCNN 2007, Celebrating 20 years of neural networks, Orlando, Florida, USA, August 12-17, 2007}, doi = {10.1109/IJCNN.2007.4371244}, pages = {1877 -- 1882}, language = {en} } @inproceedings{VillmannStrickertBruessetal., author = {Villmann, Thomas and Strickert, Marc and Br{\"u}ß, Cornelia and Schleif, Frank-Michael and Seiffert, Udo}, title = {Visualization of Fuzzy Information in Fuzzy-Classification for Image Segmentation using MDS}, series = {15th European Symposium on Artificial Neural Networks, ESANN 2007, Bruges, Belgium, April 25-27, 2007, Proceedings}, booktitle = {15th European Symposium on Artificial Neural Networks, ESANN 2007, Bruges, Belgium, April 25-27, 2007, Proceedings}, pages = {103 -- 108}, language = {en} } @article{VillmannSchleifHammer, author = {Villmann, Thomas and Schleif, Frank-Michael and Hammer, Barbara}, title = {Prototype-based fuzzy classification with local relevance for proteomics}, series = {Neurocomputing}, volume = {69}, journal = {Neurocomputing}, number = {16-18}, doi = {10.1016/j.neucom.2006.02.003}, pages = {2425 -- 2428}, language = {en} } @inproceedings{StrickertKeilwagenSchleifetal., author = {Strickert, Marc and Keilwagen, Jens and Schleif, Frank-Michael and Villmann, Thomas and Biehl, Michael}, title = {Matrix Metric Adaptation for Improved Linear Discriminant Analysis of Biomedical Data}, series = {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}, booktitle = {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}, editor = {Cabestany, Joan and Sandoval Hern{\´a}ndez, Francisco and Prieto, Alberto and Corchado, Juan M.}, doi = {10.1007/978-3-642-02478-8_117}, pages = {933 -- 940}, language = {en} } @article{StrickertSchleifVillmannetal., author = {Strickert, Marc and Schleif, Frank-Michael and Villmann, Thomas and Seiffert, Udo}, title = {Unleashing Pearson Correlation for Faithful Analysis of Biomedical Data}, series = {Similarity-Based Clustering, Recent Developments and Biomedical Applications [outcome of a Dagstuhl Seminar]}, journal = {Similarity-Based Clustering, Recent Developments and Biomedical Applications [outcome of a Dagstuhl Seminar]}, editor = {Biehl, Michael and Hammer, Barbara and Verleysen, Michel and Villmann, Thomas}, doi = {10.1007/978-3-642-01805-3_5}, pages = {70 -- 91}, language = {en} } @inproceedings{SimmuteitSchleifVillmannetal., author = {Simmuteit, Stephan and Schleif, Frank-Michael and Villmann, Thomas and Kostrzewa, Markus}, title = {Hierarchical PCA Using Tree-SOM for the Identification of Bacteria}, series = {Advances in Self-Organizing Maps, 7th International Workshop, WSOM 2009, St. Augustine, FL, USA, June 8-10, 2009. Proceedings}, booktitle = {Advances in Self-Organizing Maps, 7th International Workshop, WSOM 2009, St. Augustine, FL, USA, June 8-10, 2009. Proceedings}, editor = {Carlos Pr{\i}́ncipe, Jos{\´e} and Miikkulainen, Risto}, doi = {10.1007/978-3-642-02397-2_31}, pages = {272 -- 280}, language = {en} } @inproceedings{VillmannSchleif, author = {Villmann, Thomas and Schleif, Frank-Michael}, title = {Functional vector quantization by neural maps}, series = {First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2009, Grenoble, France, August 26-28, 2009}, booktitle = {First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2009, Grenoble, France, August 26-28, 2009}, doi = {10.1109/WHISPERS.2009.5289064}, pages = {1 -- 4}, language = {en} } @article{SchleifVillmannOngyerth, author = {Schleif, Frank-Michael and Villmann, Thomas and Ongyerth, Matthias}, title = {Supervised data analysis and reliability estimation with exemplary application for spectral data}, series = {Neurocomputing}, volume = {72}, journal = {Neurocomputing}, number = {16-18}, doi = {10.1016/j.neucom.2008.12.040}, pages = {3590 -- 3601}, language = {en} } @inproceedings{SchleifVillmann, author = {Schleif, Frank-Michael and Villmann, Thomas}, title = {Neural Maps and Learning Vector Quantization - Theory and Applications}, series = {17th European Symposium on Artificial Neural Networks, ESANN 2009, Bruges, Belgium, April 22-24, 2009, Proceedings}, booktitle = {17th European Symposium on Artificial Neural Networks, ESANN 2009, Bruges, Belgium, April 22-24, 2009, Proceedings}, language = {en} } @inproceedings{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 = {Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshops, S+SSPR 2020, Padua, Italy, January 21-22, 2021, Proceedings}, booktitle = {Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshops, S+SSPR 2020, Padua, Italy, January 21-22, 2021, Proceedings}, editor = {Torsello, Andrea and Rossi, Luca and Pelillo, Marcello and Biggio, Battista and Robles-Kelly, Antonio}, doi = {10.1007/978-3-030-73973-7_2}, pages = {14 -- 23}, language = {en} } @inproceedings{HeusingerSchleif, author = {Heusinger, Moritz and Schleif, Frank-Michael}, title = {Random Projection in the Presence of Concept Drift in Supervised Environments}, series = {Artificial Intelligence and Soft Computing - 19th International Conference, ICAISC 2020, Zakopane, Poland, October 12-14, 2020, Proceedings, Part I}, booktitle = {Artificial Intelligence and Soft Computing - 19th International Conference, ICAISC 2020, Zakopane, Poland, October 12-14, 2020, Proceedings, Part I}, editor = {Rutkowski, Leszek and Scherer, Rafal and Korytkowski, Marcin and Pedrycz, Witold and Tadeusiewicz, Ryszard and Zurada, Jacek M.}, doi = {10.1007/978-3-030-61401-0_48}, pages = {514 -- 524}, language = {en} } @inproceedings{OnetoBunteSchleif, author = {Oneto, Luca and Bunte, Kerstin and Schleif, Frank-Michael}, title = {Advances in artificial neural networks, machine learning and computational intelligence: Selected papers from the 26th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2018)}, series = {Neurocomputing}, volume = {342}, booktitle = {Neurocomputing}, doi = {https://doi.org/10.1016/j.neucom.2019.01.081}, pages = {1 -- 5}, language = {en} } @inproceedings{MuenchRaabSchleif, author = {M{\"u}nch, Maximilian and Raab, Christoph and Schleif, Frank-Michael}, title = {Encoding of Indefinite Proximity Data: A Structure Preserving Perspective}, series = {Pattern Recognition Applications and Methods - 9th International Conference, ICPRAM 2020, Valletta, Malta, February 22-24, 2020, Revised Selected Papers}, booktitle = {Pattern Recognition Applications and Methods - 9th International Conference, ICPRAM 2020, Valletta, Malta, February 22-24, 2020, Revised Selected Papers}, editor = {De Marsico, Maria and Sanniti di Baja, Gabriella and Fred, Ana L. N.}, doi = {10.1007/978-3-030-66125-0_7}, pages = {112 -- 137}, language = {en} } @inproceedings{MuenchRaabBiehletal., author = {M{\"u}nch, Maximilian and Raab, Christoph and Biehl, Michael and Schleif, Frank-Michael}, title = {Structure Preserving Encoding of Non-euclidean Similarity Data}, series = {Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2020, Valletta, Malta, February 22-24, 2020}, booktitle = {Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2020, Valletta, Malta, February 22-24, 2020}, editor = {De Marsico, Maria and Sanniti di Baja, Gabriella and Fred, Ana L. N.}, doi = {10.5220/0008955100430051}, pages = {43 -- 51}, language = {en} } @inproceedings{RaabSchleif, author = {Raab, Christoph and Schleif, Frank-Michael}, title = {Low-Rank Subspace Override for Unsupervised Domain Adaptation}, series = {KI 2020: Advances in Artificial Intelligence - 43rd German Conference on AI, Bamberg, Germany, September 21-25, 2020, Proceedings}, booktitle = {KI 2020: Advances in Artificial Intelligence - 43rd German Conference on AI, Bamberg, Germany, September 21-25, 2020, Proceedings}, editor = {Schmid, Ute and Kl{\"u}gl, Franziska and Wolter, Diedrich}, doi = {10.1007/978-3-030-58285-2_10}, pages = {132 -- 147}, language = {en} } @inproceedings{HeusingerSchleif, author = {Heusinger, Moritz and Schleif, Frank-Michael}, title = {Reactive Concept Drift Detection Using Coresets Over Sliding Windows}, series = {2020 IEEE Symposium Series on Computational Intelligence, SSCI 2020, Canberra, Australia, December 1-4, 2020}, booktitle = {2020 IEEE Symposium Series on Computational Intelligence, SSCI 2020, Canberra, Australia, December 1-4, 2020}, doi = {10.1109/SSCI47803.2020.9308521}, pages = {1350 -- 1355}, language = {en} } @inproceedings{HeusingerRaabSchleif, author = {Heusinger, Moritz and Raab, Christoph and Schleif, Frank-Michael}, title = {Passive Concept Drift Handling via Momentum Based Robust Soft Learning Vector Quantization}, series = {Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization - Proceedings of the 13th International Workshop, WSOM+ 2019, Barcelona, Spain, June 26-28, 2019}, booktitle = {Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization - Proceedings of the 13th International Workshop, WSOM+ 2019, Barcelona, Spain, June 26-28, 2019}, editor = {Vellido, Alfredo and Gibert, Karina and Angulo, Cecilio and David Mart{\i}́n-Guerrero, Jos{\´e}}, doi = {10.1007/978-3-030-19642-4_20}, pages = {200 -- 209}, language = {en} } @inproceedings{MuenchSchleif, author = {M{\"u}nch, Maximilian and Schleif, Frank-Michael}, title = {Device-Free Passive Human Counting with Bluetooth Low Energy Beacons}, series = {Advances in Computational Intelligence - 15th International Work-Conference on Artificial Neural Networks, IWANN 2019, Gran Canaria, Spain, June 12-14, 2019, Proceedings, Part II}, booktitle = {Advances in Computational Intelligence - 15th International Work-Conference on Artificial Neural Networks, IWANN 2019, Gran Canaria, Spain, June 12-14, 2019, Proceedings, Part II}, editor = {Rojas, Ignacio and Joya, Gonzalo and Catal{\`a}, Andreu}, doi = {10.1007/978-3-030-20518-8_66}, pages = {799 -- 810}, language = {en} } @inproceedings{MuenchHuffstadtSchleif, author = {M{\"u}nch, Maximilian and Huffstadt, Karsten and Schleif, Frank-Michael}, title = {Towards a device-free passive presence detection system with Bluetooth Low Energy beacons}, series = {27th European Symposium on Artificial Neural Networks, ESANN 2019, Bruges, Belgium, April 24-26, 2019}, booktitle = {27th European Symposium on Artificial Neural Networks, ESANN 2019, Bruges, Belgium, April 24-26, 2019}, language = {en} } @article{MohammadiPetkovBunteetal., author = {Mohammadi, Mohammad and Petkov, Nicolai and Bunte, Kerstin and Peletier, Reynier F. and Schleif, Frank-Michael}, title = {Globular cluster detection in the GAIA survey}, series = {Neurocomputing}, volume = {342}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2018.10.081}, pages = {164 -- 171}, language = {en} } @inproceedings{BifetHammerSchleif, author = {Bifet, Albert and Hammer, Barbara and Schleif, Frank-Michael}, title = {Recent trends in streaming data analysis, concept drift and analysis of dynamic data sets}, series = {27th European Symposium on Artificial Neural Networks, ESANN 2019, Bruges, Belgium, April 24-26, 2019}, booktitle = {27th European Symposium on Artificial Neural Networks, ESANN 2019, Bruges, Belgium, April 24-26, 2019}, language = {en} } @inproceedings{RaabHeusingerSchleif, author = {Raab, Christoph and Heusinger, Moritz and Schleif, Frank-Michael}, title = {Reactive Soft Prototype Computing for frequent reoccurring Concept Drift}, series = {27th European Symposium on Artificial Neural Networks, ESANN 2019, Bruges, Belgium, April 24-26, 2019}, booktitle = {27th European Symposium on Artificial Neural Networks, ESANN 2019, Bruges, Belgium, April 24-26, 2019}, language = {en} } @inproceedings{SchleifRaabTino, author = {Schleif, Frank-Michael and Raab, Christoph and Ti{\~n}o, Peter}, title = {Sparsification of Indefinite Learning Models}, series = {Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshop, S+SSPR 2018, Beijing, China, August 17-19, 2018, Proceedings}, booktitle = {Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshop, S+SSPR 2018, Beijing, China, August 17-19, 2018, Proceedings}, editor = {Bai, Xiao and Hancock, Edwin R. and Kam Ho, Tin and Wilson, Richard C. and Biggio, Battista and Robles-Kelly, Antonio}, doi = {10.1007/978-3-319-97785-0_17}, pages = {173 -- 183}, language = {en} } @inproceedings{RaabSchleif, author = {Raab, Christoph and Schleif, Frank-Michael}, title = {Transfer learning for the probabilistic classification vector machine}, series = {7th Symposium on Conformal and Probabilistic Prediction and Applications, COPA 2018, 11-13 June 2018, Maastricht, The Netherlands}, volume = {91}, booktitle = {7th Symposium on Conformal and Probabilistic Prediction and Applications, COPA 2018, 11-13 June 2018, Maastricht, The Netherlands}, editor = {Gammerman, Alex J. and Vovk, Vladimir and Luo, Zhiyuan and Smirnov, Evgueni N. and Peeters, Ralf L. M.}, pages = {187 -- 200}, language = {en} } @inproceedings{RaabSchleif, author = {Raab, Christoph and Schleif, Frank-Michael}, title = {Sparse Transfer Classification for Text Documents}, series = {KI 2018: Advances in Artificial Intelligence - 41st German Conference on AI, Berlin, Germany, September 24-28, 2018, Proceedings}, booktitle = {KI 2018: Advances in Artificial Intelligence - 41st German Conference on AI, Berlin, Germany, September 24-28, 2018, Proceedings}, editor = {Trollmann, Frank and Turhan, Anni-Yasmin}, doi = {10.1007/978-3-030-00111-7_15}, pages = {169 -- 181}, language = {en} } @inproceedings{MohammadiPeletierSchleifetal., author = {Mohammadi, Mohammad and Peletier, Reynier and Schleif, Frank-Michael and Petkov, Nicolai and Bunte, Kerstin}, title = {Globular Cluster Detection in the Gaia Survey}, series = {26th European Symposium on Artificial Neural Networks, ESANN 2018, Bruges, Belgium, April 25-27, 2018}, booktitle = {26th European Symposium on Artificial Neural Networks, ESANN 2018, Bruges, Belgium, April 25-27, 2018}, language = {en} } @article{SchleifGisbrechtTino, author = {Schleif, Frank-Michael and Gisbrecht, Andrej and Ti{\~n}o, Peter}, title = {Supervised low rank indefinite kernel approximation using minimum enclosing balls}, series = {Neurocomputing}, volume = {318}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2018.08.057}, pages = {213 -- 226}, language = {en} } @article{RaabRoederSchleif, author = {Raab, Christoph and R{\"o}der, Manuel and Schleif, Frank-Michael}, title = {Domain adversarial tangent subspace alignment for explainable domain adaptation}, series = {Neurocomputing}, volume = {506}, journal = {Neurocomputing}, doi = {10.1016/j.neucom.2022.07.074}, pages = {418 -- 429}, language = {en} } @article{SchleifTino, author = {Schleif, Frank-Michael and Ti{\~n}o, Peter}, title = {Indefinite Core Vector Machine}, series = {Pattern Recognition}, volume = {71}, journal = {Pattern Recognition}, doi = {10.1016/j.patcog.2017.06.003}, pages = {187 -- 195}, language = {en} } @inproceedings{VillmannHaaseSchleifetal., author = {Villmann, Thomas and Haase, Sven and Schleif, Frank-Michael and Hammer, Barbara}, title = {Divergence Based Online Learning in Vector Quantization}, series = {Artificial Intelligence and Soft Computing, 10th International Conference, ICAISC 2010, Zakopane, Poland, June 13-17, 2010, Part I}, volume = {6113}, booktitle = {Artificial Intelligence and Soft Computing, 10th International Conference, ICAISC 2010, Zakopane, Poland, June 13-17, 2010, Part I}, editor = {Rutkowski, Leszek and Scherer, Rafal and Tadeusiewicz, Ryszard and Zadeh, Lotfi A. and Zurada, Jacek M.}, doi = {10.1007/978-3-642-13208-7\_60}, pages = {479 -- 486}, language = {en} } @article{SchleifVillmannKostrzewaetal., author = {Schleif, Frank-Michael and Villmann, Thomas and Kostrzewa, Markus and Hammer, Barbara and Gammerman, Alexander}, title = {Cancer informatics by prototype networks in mass spectrometry}, series = {Artificial Intelligence in Medicine}, volume = {45}, journal = {Artificial Intelligence in Medicine}, number = {2-3}, doi = {10.1016/j.artmed.2008.07.018}, pages = {215 -- 228}, language = {en} } @article{SimmuteitSchleifVillmannetal., author = {Simmuteit, Stephan and Schleif, Frank-Michael and Villmann, Thomas and Hammer, Barbara}, title = {Evolving trees for the retrieval of mass spectrometry-based bacteria fingerprints}, series = {Knowledge and Information Systems}, volume = {25}, journal = {Knowledge and Information Systems}, number = {2}, doi = {10.1007/s10115-009-0249-4}, pages = {327 -- 343}, language = {en} } @inproceedings{ZuehlkeSchleifGewenigeretal., author = {Z{\"u}hlke, Dietlind and Schleif, Frank-Michael and Geweniger, Tina and Haase, Sven and Villmann, Thomas}, title = {Learning vector quantization for heterogeneous structured 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} } @inproceedings{SchleifGisbrechtTino, author = {Schleif, Frank-Michael and Gisbrecht, Andrej and Ti{\~n}o, Peter}, title = {Large Scale Indefinite Kernel Fisher Discriminant}, series = {Similarity-Based Pattern Recognition - Third International Workshop, SIMBAD 2015, Copenhagen, Denmark, October 12-14, 2015, Proceedings}, booktitle = {Similarity-Based Pattern Recognition - Third International Workshop, SIMBAD 2015, Copenhagen, Denmark, October 12-14, 2015, Proceedings}, editor = {Feragen, Aasa and Pelillo, Marcello and Loog, Marco}, doi = {10.1007/978-3-319-24261-3_13}, pages = {160 -- 170}, language = {en} } @inproceedings{SchleifChenTino, author = {Schleif, Frank-Michael and Chen, H. and Ti{\~n}o, Peter}, title = {Incremental probabilistic classification vector machine with linear costs}, 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.2015.7280377}, pages = {1 -- 8}, language = {en} } @inproceedings{SchleifGisbrechtTino, author = {Schleif, Frank-Michael and Gisbrecht, Andrej and Ti{\~n}o, Peter}, title = {Probabilistic Classification Vector Machine at large scale}, series = {23rd European Symposium on Artificial Neural Networks, ESANN 2015, Bruges, Belgium, April 22-24, 2015}, booktitle = {23rd European Symposium on Artificial Neural Networks, ESANN 2015, Bruges, Belgium, April 22-24, 2015}, language = {en} } @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} }