TY - CHAP A1 - Strickert, M. A1 - Schleif, Frank-Michael A1 - Villmann, T. A1 - Seiffert, U. T1 - Derivatives of Pearson Correlation for Gradient based Analysis of Biomedical Data T2 - Similarity based Clustering, LNCS Y1 - 2007 ER - TY - JOUR A1 - Villmann, T. A1 - Schleif, Frank-Michael A1 - Hammer, B. A1 - Kostrzewa, M. T1 - Exploration of Mass-Spectrometric Data in Clinical Proteomics Using Learning Vector Quantization Methods JF - Briefings in Bioinformatics Y1 - 2008 VL - 9 IS - 2 SP - 129 EP - 143 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Riemer, T. A1 - Cross, M. A1 - Villmann, T. T1 - Automatic Identification and Quantification of Metabolites in H-NMR Measurements T2 - In Proceedings of the Workshop on Computational Systems Biology (WCSB) 2008 Y1 - 2008 SN - 978-952-15-1988-8 SP - 165 EP - 168 ER - 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 - TY - CHAP A1 - Geweniger, Tina A1 - Schleif, Frank-Michael A1 - Villmann, Thomas ED - Villmann, Thomas ED - Schleif, Frank-Michael ED - Kaden, Marika ED - Lange, Mandy T1 - Probabilistic Prototype Classification Using t-norms T2 - Advances in Self-Organizing Maps and Learning Vector Quantization - Proceedings of the 10th International Workshop, WSOM 2014, Mittweida, Germany, July, 2-4, 2014 Y1 - 2014 U6 - https://doi.org/10.1007/978-3-319-07695-9_9 SP - 99 EP - 108 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Elssner, Thomas A1 - Kostrzewa, Markus A1 - Villmann, Thomas A1 - Hammer, Barbara T1 - Analysis and Visualization of Proteomic Data by Fuzzy Labeled Self-Organizing Maps T2 - 19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), 22-23 June 2006, Salt Lake City, Utah, USA Y1 - 2006 U6 - https://doi.org/10.1109/CBMS.2006.44 SP - 919 EP - 924 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Zhu, Xibin ED - Zhou, Zhi-Hua ED - Wang, Wei ED - Kumar, Ravi ED - Toivonen, Hannu ED - Pei, Jian ED - Zhexue Huang, Joshua ED - Wu, Xindong T1 - High Dimensional Matrix Relevance Learning T2 - 2014 IEEE International Conference on Data Mining Workshops, ICDM Workshops 2014, Shenzhen, China, December 14, 2014 Y1 - 2014 U6 - https://doi.org/10.1109/ICDMW.2014.15 SP - 661 EP - 667 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Tiño, Peter A1 - Villmann, Thomas T1 - Recent trends in learning of structured and non-standard data T2 - 22th European Symposium on Artificial Neural Networks, ESANN 2014, Bruges, Belgium, April 23-25, 2014 Y1 - 2014 ER - TY - CHAP A1 - Villmann, Thomas A1 - Schleif, Frank-Michael A1 - van der Werff, Martijn A1 - Deelder, André M. A1 - Tollenaar, Rob A. E. M. ED - Arif Wani, M. ED - Kantardzic, Mehmed M. ED - Li, Tao ED - Liu, Ying ED - Kurgan, Lukasz A. ED - Ye, Jieping ED - Ogihara, Mitsunori ED - Sagiroglu, Seref ED - Chen, Xue-wen ED - Peterson, Leif E. ED - Hafeez, Khalid T1 - Association Learning in SOMs for Fuzzy-Classification T2 - The Sixth International Conference on Machine Learning and Applications, ICMLA 2007, Cincinnati, Ohio, USA, 13-15 December 2007 Y1 - 2007 U6 - https://doi.org/10.1109/ICMLA.2007.29 SP - 581 EP - 586 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara ED - Sandoval Hernández, Francisco ED - Prieto, Alberto ED - Cabestany, Joan ED - Graña, Manuel T1 - Supervised Neural Gas for Classification of Functional Data and Its Application to the Analysis of Clinical Proteom Spectra T2 - Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebastián, Spain, June 20-22, 2007, Proceedings Y1 - 2007 U6 - https://doi.org/10.1007/978-3-540-73007-1_125 SP - 1036 EP - 1044 ER - TY - CHAP A1 - Hasenfuss, Alexander A1 - Hammer, Barbara A1 - Schleif, Frank-Michael A1 - Villmann, Thomas ED - Sandoval Hernández, Francisco ED - Prieto, Alberto ED - Cabestany, Joan ED - Graña, Manuel T1 - Neural Gas Clustering for Dissimilarity Data with Continuous Prototypes T2 - Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebastián, Spain, June 20-22, 2007, Proceedings Y1 - 2007 U6 - https://doi.org/10.1007/978-3-540-73007-1_66 SP - 539 EP - 546 ER - TY - CHAP A1 - Villmann, Thomas A1 - Schleif, Frank-Michael A1 - Merényi, Erzsébet A1 - Hammer, Barbara ED - Sandoval Hernández, Francisco ED - Prieto, Alberto ED - Cabestany, Joan ED - Graña, Manuel T1 - Fuzzy Labeled Self-Organizing Map for Classification of Spectra T2 - Computational and Ambient Intelligence, 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebastián, Spain, June 20-22, 2007, Proceedings Y1 - 2007 U6 - https://doi.org/10.1007/978-3-540-73007-1_68 SP - 556 EP - 563 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Clauss, U. A1 - Villmann, Thomas A1 - Hammer, Barbara ED - Kantardzic, Mehmed M. ED - Milanova, Mariofanna G. ED - Nasraoui, Olfa T1 - Supervised relevance neural gas and unified maximum separability analysis for classification of mass spectrometric data T2 - Proceedings of the 2004 International Conference on Machine Learning and Applications - ICMLA 2004, 16-18 December 2004, Louisville, KY, USA Y1 - 2004 U6 - https://doi.org/10.1109/ICMLA.2004.1383538 SP - 374 EP - 379 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara ED - Masulli, Francesco ED - Mitra, Sushmita ED - Pasi, Gabriella T1 - Analysis of Proteomic Spectral Data by Multi Resolution Analysis and Self-Organizing Maps T2 - Applications of Fuzzy Sets Theory, 7th International Workshop on Fuzzy Logic and Applications, WILF 2007, Camogli, Italy, July 7-10, 2007, Proceedings Y1 - 2007 U6 - https://doi.org/10.1007/978-3-540-73400-0_72 SP - 563 EP - 570 ER - TY - CHAP A1 - Hammer, Barbara A1 - Hasenfuss, Alexander A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Strickert, Marc A1 - Seiffert, Udo T1 - Intuitive Clustering of Biological Data T2 - Proceedings of the International Joint Conference on Neural Networks, IJCNN 2007, Celebrating 20 years of neural networks, Orlando, Florida, USA, August 12-17, 2007 Y1 - 2007 U6 - https://doi.org/10.1109/IJCNN.2007.4371244 SP - 1877 EP - 1882 ER - TY - CHAP A1 - Villmann, Thomas A1 - Strickert, Marc A1 - Brüß, Cornelia A1 - Schleif, Frank-Michael A1 - Seiffert, Udo T1 - Visualization of Fuzzy Information in Fuzzy-Classification for Image Segmentation using MDS T2 - 15th European Symposium on Artificial Neural Networks, ESANN 2007, Bruges, Belgium, April 25-27, 2007, Proceedings Y1 - 2007 SP - 103 EP - 108 ER - TY - JOUR A1 - Villmann, Thomas A1 - Schleif, Frank-Michael A1 - Hammer, Barbara T1 - Prototype-based fuzzy classification with local relevance for proteomics JF - Neurocomputing Y1 - 2006 U6 - https://doi.org/10.1016/j.neucom.2006.02.003 VL - 69 IS - 16-18 SP - 2425 EP - 2428 ER - TY - CHAP A1 - Strickert, Marc A1 - Keilwagen, Jens A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Biehl, Michael ED - Cabestany, Joan ED - Sandoval Hernández, Francisco ED - Prieto, Alberto ED - Corchado, Juan M. T1 - Matrix Metric Adaptation for Improved Linear Discriminant Analysis of Biomedical Data T2 - 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 Y1 - 2009 U6 - https://doi.org/10.1007/978-3-642-02478-8_117 SP - 933 EP - 940 ER - TY - JOUR A1 - Strickert, Marc A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Seiffert, Udo ED - Biehl, Michael ED - Hammer, Barbara ED - Verleysen, Michel ED - Villmann, Thomas T1 - Unleashing Pearson Correlation for Faithful Analysis of Biomedical Data JF - Similarity-Based Clustering, Recent Developments and Biomedical Applications [outcome of a Dagstuhl Seminar] Y1 - 2009 U6 - https://doi.org/10.1007/978-3-642-01805-3_5 SP - 70 EP - 91 ER - TY - CHAP A1 - Simmuteit, Stephan A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Kostrzewa, Markus ED - Carlos Prı́ncipe, José ED - Miikkulainen, Risto T1 - Hierarchical PCA Using Tree-SOM for the Identification of Bacteria T2 - Advances in Self-Organizing Maps, 7th International Workshop, WSOM 2009, St. Augustine, FL, USA, June 8-10, 2009. Proceedings Y1 - 2009 U6 - https://doi.org/10.1007/978-3-642-02397-2_31 SP - 272 EP - 280 ER - TY - CHAP A1 - Villmann, Thomas A1 - Schleif, Frank-Michael T1 - Functional vector quantization by neural maps T2 - First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2009, Grenoble, France, August 26-28, 2009 Y1 - 2009 U6 - https://doi.org/10.1109/WHISPERS.2009.5289064 SP - 1 EP - 4 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Ongyerth, Matthias T1 - Supervised data analysis and reliability estimation with exemplary application for spectral data JF - Neurocomputing Y1 - 2009 U6 - https://doi.org/10.1016/j.neucom.2008.12.040 VL - 72 IS - 16-18 SP - 3590 EP - 3601 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Villmann, Thomas T1 - Neural Maps and Learning Vector Quantization - Theory and Applications T2 - 17th European Symposium on Artificial Neural Networks, ESANN 2009, Bruges, Belgium, April 22-24, 2009, Proceedings Y1 - 2009 ER - TY - CHAP A1 - Münch, Maximilian A1 - Straat, Michiel A1 - Biehl, Michael A1 - Schleif, Frank-Michael ED - Torsello, Andrea ED - Rossi, Luca ED - Pelillo, Marcello ED - Biggio, Battista ED - Robles-Kelly, Antonio T1 - Complex-Valued Embeddings of Generic Proximity Data T2 - Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshops, S+SSPR 2020, Padua, Italy, January 21-22, 2021, Proceedings Y1 - 2020 U6 - https://doi.org/10.1007/978-3-030-73973-7_2 SP - 14 EP - 23 ER - TY - CHAP A1 - Heusinger, Moritz A1 - Schleif, Frank-Michael ED - Rutkowski, Leszek ED - Scherer, Rafal ED - Korytkowski, Marcin ED - Pedrycz, Witold ED - Tadeusiewicz, Ryszard ED - Zurada, Jacek M. T1 - Random Projection in the Presence of Concept Drift in Supervised Environments T2 - Artificial Intelligence and Soft Computing - 19th International Conference, ICAISC 2020, Zakopane, Poland, October 12-14, 2020, Proceedings, Part I Y1 - 2020 U6 - https://doi.org/10.1007/978-3-030-61401-0_48 SP - 514 EP - 524 ER - TY - CHAP A1 - Oneto, Luca A1 - Bunte, Kerstin A1 - Schleif, Frank-Michael T1 - 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) T2 - Neurocomputing Y1 - 2019 U6 - https://doi.org/https://doi.org/10.1016/j.neucom.2019.01.081 VL - 342 SP - 1 EP - 5 ER - TY - CHAP A1 - Münch, Maximilian A1 - Raab, Christoph A1 - Schleif, Frank-Michael ED - De Marsico, Maria ED - Sanniti di Baja, Gabriella ED - Fred, Ana L. N. T1 - Encoding of Indefinite Proximity Data: A Structure Preserving Perspective T2 - Pattern Recognition Applications and Methods - 9th International Conference, ICPRAM 2020, Valletta, Malta, February 22-24, 2020, Revised Selected Papers Y1 - 2020 U6 - https://doi.org/10.1007/978-3-030-66125-0_7 SP - 112 EP - 137 ER - TY - CHAP A1 - Münch, Maximilian A1 - Raab, Christoph A1 - Biehl, Michael A1 - Schleif, Frank-Michael ED - De Marsico, Maria ED - Sanniti di Baja, Gabriella ED - Fred, Ana L. N. T1 - Structure Preserving Encoding of Non-euclidean Similarity Data T2 - Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2020, Valletta, Malta, February 22-24, 2020 Y1 - 2020 U6 - https://doi.org/10.5220/0008955100430051 SP - 43 EP - 51 ER - TY - CHAP A1 - Raab, Christoph A1 - Schleif, Frank-Michael ED - Schmid, Ute ED - Klügl, Franziska ED - Wolter, Diedrich T1 - Low-Rank Subspace Override for Unsupervised Domain Adaptation T2 - KI 2020: Advances in Artificial Intelligence - 43rd German Conference on AI, Bamberg, Germany, September 21-25, 2020, Proceedings Y1 - 2020 U6 - https://doi.org/10.1007/978-3-030-58285-2_10 SP - 132 EP - 147 ER - TY - CHAP A1 - Heusinger, Moritz A1 - Schleif, Frank-Michael T1 - Reactive Concept Drift Detection Using Coresets Over Sliding Windows T2 - 2020 IEEE Symposium Series on Computational Intelligence, SSCI 2020, Canberra, Australia, December 1-4, 2020 Y1 - 2020 U6 - https://doi.org/10.1109/SSCI47803.2020.9308521 SP - 1350 EP - 1355 ER - TY - CHAP A1 - Heusinger, Moritz A1 - Raab, Christoph A1 - Schleif, Frank-Michael ED - Vellido, Alfredo ED - Gibert, Karina ED - Angulo, Cecilio ED - David Martı́n-Guerrero, José T1 - Passive Concept Drift Handling via Momentum Based Robust Soft Learning Vector Quantization T2 - 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 Y1 - 2019 U6 - https://doi.org/10.1007/978-3-030-19642-4_20 SP - 200 EP - 209 ER - TY - CHAP A1 - Münch, Maximilian A1 - Schleif, Frank-Michael ED - Rojas, Ignacio ED - Joya, Gonzalo ED - Català, Andreu T1 - Device-Free Passive Human Counting with Bluetooth Low Energy Beacons T2 - Advances in Computational Intelligence - 15th International Work-Conference on Artificial Neural Networks, IWANN 2019, Gran Canaria, Spain, June 12-14, 2019, Proceedings, Part II Y1 - 2019 U6 - https://doi.org/10.1007/978-3-030-20518-8_66 SP - 799 EP - 810 ER - TY - CHAP A1 - Münch, Maximilian A1 - Huffstadt, Karsten A1 - Schleif, Frank-Michael T1 - Towards a device-free passive presence detection system with Bluetooth Low Energy beacons T2 - 27th European Symposium on Artificial Neural Networks, ESANN 2019, Bruges, Belgium, April 24-26, 2019 Y1 - 2019 ER - TY - JOUR A1 - Mohammadi, Mohammad A1 - Petkov, Nicolai A1 - Bunte, Kerstin A1 - Peletier, Reynier F. A1 - Schleif, Frank-Michael T1 - Globular cluster detection in the GAIA survey JF - Neurocomputing Y1 - 2019 U6 - https://doi.org/10.1016/j.neucom.2018.10.081 VL - 342 SP - 164 EP - 171 ER - TY - CHAP A1 - Bifet, Albert A1 - Hammer, Barbara A1 - Schleif, Frank-Michael T1 - Recent trends in streaming data analysis, concept drift and analysis of dynamic data sets T2 - 27th European Symposium on Artificial Neural Networks, ESANN 2019, Bruges, Belgium, April 24-26, 2019 Y1 - 2019 ER - TY - CHAP A1 - Raab, Christoph A1 - Heusinger, Moritz A1 - Schleif, Frank-Michael T1 - Reactive Soft Prototype Computing for frequent reoccurring Concept Drift T2 - 27th European Symposium on Artificial Neural Networks, ESANN 2019, Bruges, Belgium, April 24-26, 2019 Y1 - 2019 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Raab, Christoph A1 - Tiño, Peter ED - Bai, Xiao ED - Hancock, Edwin R. ED - Kam Ho, Tin ED - Wilson, Richard C. ED - Biggio, Battista ED - Robles-Kelly, Antonio T1 - Sparsification of Indefinite Learning Models T2 - Structural, Syntactic, and Statistical Pattern Recognition - Joint IAPR International Workshop, S+SSPR 2018, Beijing, China, August 17-19, 2018, Proceedings Y1 - 2018 U6 - https://doi.org/10.1007/978-3-319-97785-0_17 SP - 173 EP - 183 ER - TY - CHAP A1 - Raab, Christoph A1 - Schleif, Frank-Michael ED - Gammerman, Alex J. ED - Vovk, Vladimir ED - Luo, Zhiyuan ED - Smirnov, Evgueni N. ED - Peeters, Ralf L. M. T1 - Transfer learning for the probabilistic classification vector machine T2 - 7th Symposium on Conformal and Probabilistic Prediction and Applications, COPA 2018, 11-13 June 2018, Maastricht, The Netherlands Y1 - 2018 VL - 91 SP - 187 EP - 200 ER - TY - CHAP A1 - Raab, Christoph A1 - Schleif, Frank-Michael ED - Trollmann, Frank ED - Turhan, Anni-Yasmin T1 - Sparse Transfer Classification for Text Documents T2 - KI 2018: Advances in Artificial Intelligence - 41st German Conference on AI, Berlin, Germany, September 24-28, 2018, Proceedings Y1 - 2018 U6 - https://doi.org/10.1007/978-3-030-00111-7_15 SP - 169 EP - 181 ER - TY - CHAP A1 - Mohammadi, Mohammad A1 - Peletier, Reynier A1 - Schleif, Frank-Michael A1 - Petkov, Nicolai A1 - Bunte, Kerstin T1 - Globular Cluster Detection in the Gaia Survey T2 - 26th European Symposium on Artificial Neural Networks, ESANN 2018, Bruges, Belgium, April 25-27, 2018 Y1 - 2018 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Gisbrecht, Andrej A1 - Tiño, Peter T1 - Supervised low rank indefinite kernel approximation using minimum enclosing balls JF - Neurocomputing Y1 - 2018 U6 - https://doi.org/10.1016/j.neucom.2018.08.057 VL - 318 SP - 213 EP - 226 ER - TY - JOUR A1 - Raab, Christoph A1 - Röder, Manuel A1 - Schleif, Frank-Michael T1 - Domain adversarial tangent subspace alignment for explainable domain adaptation JF - Neurocomputing Y1 - 2022 U6 - https://doi.org/10.1016/j.neucom.2022.07.074 VL - 506 SP - 418 EP - 429 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Tiño, Peter T1 - Indefinite Core Vector Machine JF - Pattern Recognition Y1 - 2017 U6 - https://doi.org/10.1016/j.patcog.2017.06.003 VL - 71 SP - 187 EP - 195 ER - TY - CHAP A1 - Villmann, Thomas A1 - Haase, Sven A1 - Schleif, Frank-Michael A1 - Hammer, Barbara ED - Rutkowski, Leszek ED - Scherer, Rafal ED - Tadeusiewicz, Ryszard ED - Zadeh, Lotfi A. ED - Zurada, Jacek M. T1 - Divergence Based Online Learning in Vector Quantization T2 - Artificial Intelligence and Soft Computing, 10th International Conference, ICAISC 2010, Zakopane, Poland, June 13-17, 2010, Part I Y1 - 2010 U6 - https://doi.org/10.1007/978-3-642-13208-7\_60 VL - 6113 SP - 479 EP - 486 ER - TY - JOUR A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Kostrzewa, Markus A1 - Hammer, Barbara A1 - Gammerman, Alexander T1 - Cancer informatics by prototype networks in mass spectrometry JF - Artificial Intelligence in Medicine Y1 - 2009 U6 - https://doi.org/10.1016/j.artmed.2008.07.018 VL - 45 IS - 2-3 SP - 215 EP - 228 ER - TY - JOUR A1 - Simmuteit, Stephan A1 - Schleif, Frank-Michael A1 - Villmann, Thomas A1 - Hammer, Barbara T1 - Evolving trees for the retrieval of mass spectrometry-based bacteria fingerprints JF - Knowledge and Information Systems Y1 - 2010 U6 - https://doi.org/10.1007/s10115-009-0249-4 VL - 25 IS - 2 SP - 327 EP - 343 ER - TY - CHAP A1 - Zühlke, Dietlind A1 - Schleif, Frank-Michael A1 - Geweniger, Tina A1 - Haase, Sven A1 - Villmann, Thomas T1 - Learning vector quantization for heterogeneous structured data T2 - 18th European Symposium on Artificial Neural Networks, ESANN 2010, Bruges, Belgium, April 28-30, 2010, Proceedings Y1 - 2010 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Gisbrecht, Andrej A1 - Tiño, Peter ED - Feragen, Aasa ED - Pelillo, Marcello ED - Loog, Marco T1 - Large Scale Indefinite Kernel Fisher Discriminant T2 - Similarity-Based Pattern Recognition - Third International Workshop, SIMBAD 2015, Copenhagen, Denmark, October 12-14, 2015, Proceedings Y1 - 2015 U6 - https://doi.org/10.1007/978-3-319-24261-3_13 SP - 160 EP - 170 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Chen, H. A1 - Tiño, Peter T1 - Incremental probabilistic classification vector machine with linear costs T2 - 2015 International Joint Conference on Neural Networks, IJCNN 2015, Killarney, Ireland, July 12-17, 2015 Y1 - 2015 U6 - https://doi.org/10.1109/IJCNN.2015.7280377 SP - 1 EP - 8 ER - TY - CHAP A1 - Schleif, Frank-Michael A1 - Gisbrecht, Andrej A1 - Tiño, Peter T1 - Probabilistic Classification Vector Machine at large scale T2 - 23rd European Symposium on Artificial Neural Networks, ESANN 2015, Bruges, Belgium, April 22-24, 2015 Y1 - 2015 ER - TY - CHAP A1 - Villmann, Thomas A1 - Schleif, Frank-Michael A1 - Hammer, Barbara T1 - Sparse representation of data T2 - 18th European Symposium on Artificial Neural Networks, ESANN 2010, Bruges, Belgium, April 28-30, 2010, Proceedings Y1 - 2010 ER -