TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, T. A1 - Hammer, B. T1 - Pattern Recognition by Supervised Relevance Neural Gas and its Application to Spectral Data in Bioinformatics T2 - Encyclopedia of Artificial Intelligence Y1 - 2008 SN - 978-1-59904-849-9 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Villmann, T. A1 - Hammer, B. T1 - Prototype based Fuzzy Classification in Clinical Proteomics JF - International Journal of Approximate Reasoning Y1 - 2008 VL - 47 IS - 1 SP - 4 EP - 16 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Lindemann, M. A1 - Maass, P. A1 - Diaz, M. A1 - Decker, J. A1 - Elssner, T. A1 - Kuhn, M. A1 - Thiele, H. T1 - Support Vector Classification of Proteomic Profile Spectra based on Feature Extraction with the Bi-orthogonal Discrete Wavelet Transform JF - Computing and Visualization in Science Y1 - 2009 VL - 12 SP - 189 EP - 199 ER - TY - CHAP A1 - Simmuteit, S. A1 - Schleif, Frank-Michael A1 - Villmann, T. T1 - Hierarchical evolving trees together with global and local learning for large data sets in MALDI imaging T2 - Proceedings of WCSB 2010 Y1 - 2010 SP - 103 EP - 106 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Riemer, T. A1 - Boerner, U. A1 - Schnapka-Hille, L. A1 - Cross, M. T1 - Efficient identification and quantification of metabolites in 1-H NMR measurements by a novel data encoding approach T2 - Proceedings of WCSB 2010 Y1 - 2010 SP - 91 EP - 94 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Simmuteit, S. A1 - Villmann, T. T1 - Hierarchical deconvolution of linear mixtures of high-dimensional mass spectra in micro-biology T2 - Proceedings of AIA 2011 Y1 - 2011 U6 - https://doi.org/http://dx.doi.org/10.2316/P.2011.717-011 SP - CD EP - publication ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Hammer, B. A1 - Villmann, Th. T1 - Supervised Neural Gas for Functional Data and its Application to the Analysis of Clinical Proteom Spectra T2 - In Proceedings of the 9th International Work-Conference on Artificial Neural Networks (IWANN) 2007 Y1 - 2007 SN - 978-3-540-73006-4 SP - 1036 EP - 1044 ER - TY - CHAP A1 - Hasenfuss, A. A1 - Hammer, B. A1 - Schleif, Frank-Michael A1 - T. Villmann, T1 - Neural gas clustering for sparse proximity data T2 - In Proceedings of the 9th International Work-Conference on Artificial Neural Networks (IWANN) 2007 Y1 - 2007 SN - 978-3-540-73006-4 SP - 539 EP - 546 ER - TY - CHAP A1 - Deininger, S.-O. A1 - Gerhard, M. A1 - Schleif, Frank-Michael T1 - Statistical Classification and Visualization of MALDI-Imaging Data T2 - Proc. of CBMS 2007 Y1 - 2007 SP - 403 EP - 405 ER - TY - CHAP A1 - Schleif, Frank-Michael T1 - Prototypen basiertes maschinelles Lernen in der klinische Proteomik T2 - Ausgezeichnete Informatikdissertationen 2006 Y1 - 2007 SN - 978-3-88579-411-0 SP - 179 EP - 188 ER - TY - CHAP A1 - Villmann, T. A1 - Schleif, Frank-Michael A1 - Hammer, B. A1 - Strickert, M. A1 - Merenyi, E. T1 - Class imaging of hyperspectral satellite remote sensing data using Fuzzy labeled Self Organizing Maps T2 - Proc. of WSOM 2007 Y1 - 2007 SN - 9783000224 SP - http://biecoll.ub.uni EP - bielefeld.de//frontdoor.php?source_opus=128&la=en ER - TY - CHAP A1 - Schneider, P. A1 - Biehl, M. A1 - Schleif, Frank-Michael A1 - Hammer, B. T1 - Advanced metric adaptation in General LVQ for classification of mass spectrometry data T2 - Proc. of WSOM 2007 Y1 - 2007 SN - 9783000224 SP - http://biecoll.ub.uni EP - bielefeld.de//frontdoor.php?source_opus=125&la=en ER - TY - CHAP A1 - Strickert, M. A1 - Schleif, Frank-Michael A1 - Seiffert, U. T1 - Gradients of Pearson Correlation for Analysis of Biomedical Data T2 - Proc. of ASAI 2007 Y1 - 2007 SN - 18502784 SP - 139 EP - 150 ER - TY - CHAP A1 - Strickert, M. A1 - Schleif, Frank-Michael T1 - Supervised Attribute Relevance Determination for Protein Identification in Stress Experiments T2 - Proc. of MLSB 2007 Y1 - 2007 SP - 81 EP - 86 ER - TY - CHAP A1 - Villmann, T. A1 - Schleif, Frank-Michael A1 - Werff, M. v.d. A1 - Deelder, A. A1 - Tollenaar, R. T1 - Associative learning in SOMs for Fuzzy-Classification T2 - Proc. of ICMLA 2007 Y1 - 2007 SN - 0-7695-3069-9 SP - 581 EP - 586 ER - TY - JOUR A1 - Schleif, Frank-Michael T1 - Maschinelles Lernen mit Prototypmethoden in der klinischen Proteomik JF - Künstliche Intelligenz (KI) Y1 - 2007 SN - 0933-1875 VL - 4/07 SP - 65 EP - 67 ER - TY - THES A1 - Schleif, Frank-Michael T1 - Momentbasierte Methoden zur Schriftzeichenerkennung Y1 - 2002 ER - TY - CHAP A1 - Villmann, Th. A1 - Schleif, Frank-Michael A1 - Hammer, B. ED - Yamakawa, Takeshi T1 - Supervised Neural Gas and Relevance Learning in Learning Vector Quantisation T2 - In Proceedings of the 4th Workshop on Self Organizing Maps (WSOM) 2003 Y1 - 2003 SP - 47 EP - 52 ER - TY - CHAP A1 - Gruhn, V. A1 - Hülder, M. A1 - Ijoui, R. A1 - Schleif, Frank-Michael ED - Linger, H. ED - Fisher, J. ED - Wojtkowski, W.G. ED - Zupancic, J. ED - Vigo, K. ED - Arnold, J. T1 - A distributed logistic support communication system T2 - In Proceedings of ISD 2003 - Constructing the Infrastructure for the Knowledge Economy - Methods and Tools, Theory and Practice Y1 - 2003 SP - 705 EP - 713 ER - TY - JOUR A1 - Dörfler, T. A1 - Simmel, A. A1 - Schleif, Frank-Michael A1 - Sommerfeld, E. T1 - Working memory load and EEG coherence JF - Brain Topography Y1 - 2003 SN - ISSN 0896-0267 VL - 15 IS - 4 SP - 269 EP - 269 ER - TY - JOUR A1 - Köhler, M. A1 - Buchta, K. A1 - F.-M., A1 - Schleif, Frank-Michael A1 - Sommerfeld, E. T1 - A mission for the EEG coherence analysis: Is the task complex or difficult? JF - Brain Topography Y1 - 2003 SN - ISSN 0896-0267 VL - 15 IS - 4 SP - 271 EP - 271 ER - TY - CHAP A1 - Villmann, T. A1 - Hammer, B. A1 - Schleif, Frank-Michael T1 - Metrik Adaptation for Optimal Feature Classification in Learning Vector Quantization Applied to Environment Detection T2 - In Proceedings of Selbstorganisation Von Adaptivem Verfahren (SOAVE’2004) Y1 - 2004 SN - 3-18-374310-8 SP - 592 EP - 597 ER - TY - CHAP A1 - Villmann, Th. A1 - Hammer, B. A1 - Schleif, Frank-Michael A1 - Geweniger, T. ED - Cottrell, Marie T1 - Fuzzy Labeled Neural GAS for Fuzzy Classification T2 - Proceedings of the 5th Workshop on Self-Organizing Maps (WSOM) 2005 Y1 - 2005 SP - 283 EP - 290 ER - TY - CHAP A1 - Hammer, B. A1 - Hasenfuss, A. A1 - Schleif, Frank-Michael A1 - Villmann, T. T1 - Supervised median clustering T2 - Proc. of ANNIE 2006 Y1 - 2006 SN - 0-7918-0256-6 SP - 623 EP - 632 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Elssner, T. A1 - Kostrzewa, M. A1 - Villmann, T. A1 - Hammer, B. T1 - Machine Learning and Soft-Computing in Bioinformatics - A Short Journey T2 - Proc. of FLINS 2006 Y1 - 2006 SN - 981-256-690-2 SP - 541 EP - 548 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Hammer, B. A1 - Villmann, Th. T1 - Margin based Active Learning for LVQ Networks JF - Neurocomputing Y1 - 2007 VL - 70 IS - 7-9 SP - 1215 EP - 1224 ER - TY - CHAP A1 - Schleif, Frank-Michael T1 - Sparse Kernel Vector Quantization with Local Dependencies T2 - Proceedings of IJCNN 2011 Y1 - 2011 SN - 978-1-4244-9635-8 SP - 1538 EP - 1545 ER - TY - JOUR A1 - Strickert, M. A1 - Bunte, Kerstin A1 - Schleif, Frank-Michael A1 - Huellermeier, E. T1 - Correlation-based Neighbor Embedding JF - NeuroComputing Y1 - 2014 VL - 141 SP - 97 EP - 109 ER - TY - CHAP A1 - Biehl, M. A1 - Hammer, B. A1 - Schleif, Frank-Michael A1 - Schneider, P. A1 - Villmann, T. T1 - Stationarity of Matrix Relevance LVQ T2 - Proceedings of IJCNN 2015 Y1 - 2015 SP - 1 EP - 8 ER - TY - RPRT A1 - Hammer, B. A1 - Schleif, Frank-Michael A1 - Villmann, Th. T1 - On the Generalization Ability of Prototype-Based Classifiers with Local Relevance Determination Y1 - 2005 IS - Technical Reports University of Clausthal IfI-05-14 ER - TY - RPRT A1 - Hammer, B. A1 - Hasenfuss, A. A1 - Schleif, Frank-Michael A1 - Villmann, Th. T1 - Supervised Median Clustering Y1 - 2006 IS - Technical Reports University of Clausthal IfI-09-06 ER - TY - RPRT A1 - Schleif, Frank-Michael A1 - Hasenfuss, A. A1 - Hammer, B. T1 - Aggregation of multiple peak lists by use of an improved neural gas network Y1 - 2007 IS - MLR-02-2007, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/$\tilde{ }$compint/mlr/mlr_02_2007.pdf ER - TY - RPRT A1 - Schleif, Frank-Michael T1 - Preprocessing of Nuclear Magnetic Resonance Spectrometry Data Y1 - 2007 IS - MLR-01-2007, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/$\tilde{ }$compint/mlr/mlr_01_2007.pdf ER - TY - RPRT A1 - Bunte, K. A1 - Schneider, P. A1 - Hammer, B. A1 - Schleif, Frank-Michael A1 - Villmann, T. A1 - Biehl, M. T1 - Discriminative Visualization by Limited Rank Matrix Learning Y1 - 2008 IS - MLR-03-2008, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/$\tilde{ }$compint/mlr/mlr_03_2008.pdf ER - TY - RPRT A1 - Schleif, Frank-Michael A1 - Riemer, T. A1 - Boerner, U. A1 - Cross, M. T1 - Extended Targeted Profiling to Identify and Quantify Metabolites in 1-H NMR measurements T2 - Proc. of ICOLE 2009, IfI-05-14 Y1 - 2009 SP - to appear EP - to appear ER - TY - RPRT A1 - Simmuteit, S. A1 - Simmuteit, J. A1 - Schleif, Frank-Michael A1 - Villmann, T. T1 - Deconvolution and Identification of Mass Spectra from mixed and pure colonies of bacteria T2 - Proc. of ICOLE 2009, IfI-05-14 Y1 - 2009 SP - to appear EP - to appear ER - TY - RPRT A1 - Biehl, M. A1 - Hammer, B. A1 - Schleif, Frank-Michael A1 - Schneider, P. A1 - Villmann, T. T1 - Stationarity of Matrix Relevance Learning Vector Quantization Y1 - 2009 IS - MLR-01-2009, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/$\tilde{ }$compint/mlr/mlr_01_2009.pdf ER - TY - RPRT A1 - Schleif, Frank-Michael A1 - Gisbrecht, A. T1 - Data analysis of (non-)metric (dis-)similarities at linear costs Y1 - 2012 IS - MLR-04-2012, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/$\tilde{ }$compint/mlr/mlr_04_2012.pdf ER - TY - RPRT A1 - Schleif, Frank-Michael T1 - Large scale Nystroem approximation for non-metric similarity and dissimilarity data Y1 - 2013 IS - MLR-03-2013, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/$\tilde{ }$compint/mlr/mlr_03_2013.pdf ER - TY - RPRT A1 - Schleif, Frank-Michael A1 - Villmann, T. T1 - Analysis of temporal Kinect motion capturing data Y1 - 2013 IS - MLR-05-2013, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/$\tilde{ }$compint/mlr/mlr_05_2013.pdf ER - TY - RPRT A1 - Schleif, Frank-Michael T1 - Large scale Nyström approximation for non-metric similarity and dissimilarity data Y1 - 2013 IS - MLR-03-2013, Machine Learning Reports, ISSN:1865-3960 http://www.uni-leipzig.de/$\tilde{ }$compint/mlr/mlr_03_2013.pdf ER - TY - JOUR A1 - Gisbrecht, Andrej A1 - Schleif, Frank-Michael T1 - Metric and non-metric proximity transformations at linear costs JF - CoRR Y1 - 2014 VL - abs/1411.1646 ER - TY - JOUR A1 - Schleif, Frank-Michael T1 - OCR mit statistischen Momenten JF - Gaotenblatt Y1 - 2002 SN - 1619-0114 SP - 15 EP - 17 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Stamer, H. T1 - LaTeX im studentischen Alltag JF - Gaotenblatt Y1 - 2002 SN - 1619-0114 SP - 3 EP - 10 ER - TY - CHAP A1 - Simmel, A. A1 - Dörfler, T. A1 - Schleif, Frank-Michael A1 - Sommerfeld, E. T1 - An analysis of connections between internal and external learning process indicators using EEG coherence analysis T2 - In Proceedings of the 17th Meeting of the International Society for Psychophysics Y1 - 2001 SP - 602 EP - 607 ER - TY - CHAP A1 - Dörfler, T. A1 - Simmel, A. A1 - Schleif, Frank-Michael A1 - Sommerfeld, E. T1 - Complexity - dependent synchronization of brain subsystems during memorization T2 - In Proceedings of the 17th Meeting of the International Society for Psychophysics Y1 - 2001 SP - 343 EP - 348 ER - TY - CHAP A1 - Köhler, M. A1 - Buchta, K. A1 - F.-M., A1 - Schleif, Frank-Michael A1 - Sommerfeld, E. T1 - Complexity and difficulty in memory based comparison T2 - In Proceedings of the 18th Meeting of the International Society for Psychophysics Y1 - 2002 SP - 433 EP - 439 ER - TY - JOUR A1 - Schleif, Frank-Michael T1 - Plugins mit wxWidgets JF - Offene Systeme Y1 - 2005 SN - 1619-0114 VL - 01/05 SP - 5 EP - 10 ER - TY - CHAP A1 - Simmuteit, Stephan A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Elssner, Thomas ED - Arif Wani, M. ED - Kantardzic, Mehmed M. ED - Palade, Vasile ED - Kurgan, Lukasz A. ED - (Alan) Qi, Yuan T1 - Tanimoto Metric in Tree-SOM for Improved Representation of Mass Spectrometry Data with an Underlying Taxonomic Structure T2 - International Conference on Machine Learning and Applications, ICMLA 2009, Miami Beach, Florida, USA, December 13-15, 2009 Y1 - 2009 U6 - https://doi.org/10.1109/ICMLA.2009.111 SP - 563 EP - 567 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara ED - Bloch, Isabelle ED - Petrosino, Alfredo ED - Tettamanzi, Andrea T1 - Local Metric Adaptation for Soft Nearest Prototype Classification to Classify Proteomic Data T2 - Fuzzy Logic and Applications, 6th International Workshop, WILF 2005, Crema, Italy, September 15-17, 2005, Revised Selected Papers Y1 - 2005 U6 - https://doi.org/10.1007/11676935_36 VL - 3849 SP - 290 EP - 296 ER -