@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} }