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j40Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
2012
j39Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Kerstin Bunte, Sven Haase, Michael Biehl, Thomas Villmann: Stochastic neighbor embedding (SNE) for dimension reduction and visualization using arbitrary divergences. Neurocomputing 90: 23-45 (2012)
j38Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marika Kästner, Barbara Hammer, Michael Biehl, Thomas Villmann: Functional relevance learning in generalized learning vector quantization. Neurocomputing 90: 85-95 (2012)
j37Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Kerstin Bunte, Petra Schneider, Barbara Hammer, Frank-Michael Schleif, Thomas Villmann, Michael Biehl: Limited Rank Matrix Learning, discriminative dimension reduction and visualization. Neural Networks 26: 159-173 (2012)
c92Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marika Kästner, Thomas Villmann: Fuzzy Supervised Self-Organizing Map for Semi-supervised Vector Quantization. ICAISC (1) 2012: 256-265
c91Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Tina Geweniger, Marika Kästner, Mandy Lange: Fuzzy Neural Gas for Unsupervised Vector Quantization. ICAISC (1) 2012: 350-358
c90Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marika Kästner, David Nebel, Martin Riedel, Michael Biehl, Thomas Villmann: Differentiable Kernels in Generalized Matrix Learning Vector Quantization. ICMLA (1) 2012: 132-137
c89Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Marika Kästner, David Nebel, Martin Riedel: ICMLA Face Recognition Challenge - Results of the Team Computational Intelligence Mittweida. ICMLA (2) 2012: 592-595
c88Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Michael Biehl, Kerstin Bunte, Frank-Michael Schleif, Petra Schneider, Thomas Villmann: Large margin linear discriminative visualization by Matrix Relevance Learning. IJCNN 2012: 1-8
c87Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Gabriele Peters, Kerstin Bunte, Marc Strickert, Michael Biehl, Thomas Villmann: Visualization of processes in self-learning systems. PST 2012: 244-249
2011
j36Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Thomas Villmann, Barbara Hammer, Petra Schneider: Efficient Kernelized Prototype Based Classification. Int. J. Neural Syst. 21(6): 443-457 (2011)
j35Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Kerstin Bunte, Barbara Hammer, Thomas Villmann, Michael Biehl, Axel Wismüller: Neighbor embedding XOM for dimension reduction and visualization. Neurocomputing 74(9): 1340-1350 (2011)
j34Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Ernest Mwebaze, Petra Schneider, Frank-Michael Schleif, Jennifer R. Aduwo, John A. Quinn, Sven Haase, Thomas Villmann, Michael Biehl: Divergence-based classification in learning vector quantization. Neurocomputing 74(9): 1429-1435 (2011)
j33Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Sven Haase: Divergence-Based Vector Quantization. Neural Computation 23(5): 1343-1392 (2011)
c86Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Kerstin Bunte, Frank-Michael Schleif, Sven Haase, Thomas Villmann: Mathematical Foundations of the Self Organized Neighbor Embedding (SONE) for Dimension Reduction and Visualization. ESANN 2011
c85Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Tina Geweniger, Marika Kästner, Thomas Villmann: Optimization of Parametrized Divergences in Fuzzy c-Means. ESANN 2011
c84Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marika Kästner, Barbara Hammer, Michael Biehl, Thomas Villmann: Generalized functional relevance learning vector quantization. ESANN 2011
c83Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Petra Schneider, Tina Geweniger, Frank-Michael Schleif, Michael Biehl, Thomas Villmann: Multivariate class labeling in Robust Soft LVQ. ESANN 2011
c82Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marc Strickert, Björn Labitzke, Andreas Kolb, Thomas Villmann: Multispectral image characterization by partial generalized covariance. ESANN 2011
c81Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, José C. Príncipe, Andrzej Cichocki: Information theory related learning. ESANN 2011
c80Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Sven Haase: Magnification in divergence based neural maps. IJCNN 2011: 437-441
c79Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Marika Kästner: Sparse Functional Relevance Learning in Generalized Learning Vector Quantization. WSOM 2011: 79-89
c78Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marika Kästner, Andreas Backhaus, Tina Geweniger, Sven Haase, Udo Seiffert, Thomas Villmann: Relevance Learning in Unsupervised Vector Quantization Based on Divergences. WSOM 2011: 90-100
i1Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Michael Biehl, Barbara Hammer, Erzsébet Merényi, Alessandro Sperduti, Thomas Villmann: Learning in the context of very high dimensional data (Dagstuhl Seminar 11341). Dagstuhl Reports 1(8): 67-95 (2011)
2010
j32Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Tina Geweniger, Dietlind Zühlke, Barbara Hammer, Thomas Villmann: Median fuzzy c-means for clustering dissimilarity data. Neurocomputing 73(7-9): 1109-1116 (2010)
j31Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Stephan Simmuteit, Frank-Michael Schleif, Thomas Villmann, Barbara Hammer: Evolving trees for the retrieval of mass spectrometry-based bacteria fingerprints. Knowl. Inf. Syst. 25(2): 327-343 (2010)
j30Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Petra Schneider, Kerstin Bunte, Han Stiekema, Barbara Hammer, Thomas Villmann, Michael Biehl: Regularization in matrix relevance learning. IEEE Transactions on Neural Networks 21(5): 831-840 (2010)
c77Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Sven Haase, Frank-Michael Schleif, Barbara Hammer, Michael Biehl: The Mathematics of Divergence Based Online Learning in Vector Quantization. ANNPR 2010: 108-119
c76Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Andreas Schierwagen, Thomas Villmann, Alán Alpár, Ulrich Gärtner: Cluster Analysis of Cortical Pyramidal Neurons Using SOM. ANNPR 2010: 120-130
c75Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Kerstin Bunte, Barbara Hammer, Thomas Villmann, Michael Biehl, Axel Wismüller: Exploratory Observation Machine (XOM) with Kullback-Leibler Divergence for Dimensionality Reduction and Visualization. ESANN 2010
c74Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Tina Geweniger, Thomas Villmann: Extending FSNPC to handle data points with fuzzy class assignments. ESANN 2010
c73Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Ernest Mwebaze, Petra Schneider, Frank-Michael Schleif, Sven Haase, Thomas Villmann, Michael Biehl: Divergence based Learning Vector Quantization. ESANN 2010
c72Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Frank-Michael Schleif, Barbara Hammer: Sparse representation of data. ESANN 2010
c71Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Dietlind Zühlke, Frank-Michael Schleif, Tina Geweniger, Sven Haase, Thomas Villmann: Learning vector quantization for heterogeneous structured data. ESANN 2010
c70Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Sven Haase, Frank-Michael Schleif, Barbara Hammer: Divergence Based Online Learning in Vector Quantization. ICAISC (1) 2010: 479-486
c69Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Thomas Villmann, Barbara Hammer, Petra Schneider, Michael Biehl: Generalized Derivative Based Kernelized Learning Vector Quantization. IDEAL 2010: 21-28
2009
j29Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Thomas Villmann, Markus Kostrzewa, Barbara Hammer, Alexander Gammerman: Cancer informatics by prototype networks in mass spectrometry. Artificial Intelligence in Medicine 45(2-3): 215-228 (2009)
j28Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Thomas Villmann, Matthias Ongyerth: Supervised data analysis and reliability estimation with exemplary application for spectral data. Neurocomputing 72(16-18): 3590-3601 (2009)
c68Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Barbara Hammer, Michael Biehl: Some Theoretical Aspects of the Neural Gas Vector Quantizer. Similarity-Based Clustering 2009: 23-34
c67Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marc Strickert, Frank-Michael Schleif, Thomas Villmann, Udo Seiffert: Unleashing Pearson Correlation for Faithful Analysis of Biomedical Data. Similarity-Based Clustering 2009: 70-91
c66Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Tina Geweniger, Dietlind Zühlke, Barbara Hammer, Thomas Villmann: Median Variant of Fuzzy c-Means. ESANN 2009
c65Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Thomas Villmann: Neural Maps and Learning Vector Quantization - Theory and Applications. ESANN 2009
c64Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Dietlind Zühlke, Tina Geweniger, Ulrich Heimann, Thomas Villmann: Fuzzy Fleiss-kappa for Comparison of Fuzzy Classifiers. ESANN 2009
c63Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Stephan Simmuteit, Frank-Michael Schleif, Thomas Villmann, Thomas Elssner: Tanimoto Metric in Tree-SOM for Improved Representation of Mass Spectrometry Data with an Underlying Taxonomic Structure. ICMLA 2009: 563-567
c62Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marc Strickert, Jens Keilwagen, Frank-Michael Schleif, Thomas Villmann, Michael Biehl: Matrix Metric Adaptation Linear Discriminant Analysis of Biomedical Data. IWANN (1) 2009: 933-940
c61Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Tina Geweniger, Dietlind Zühlke, Barbara Hammer, Thomas Villmann: Fuzzy Variant of Affinity Propagation in Comparison to Median Fuzzy c-Means. WSOM 2009: 72-79
c60Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Stephan Simmuteit, Frank-Michael Schleif, Thomas Villmann, Markus Kostrzewa: Hierarchical PCA Using Tree-SOM for the Identification of Bacteria. WSOM 2009: 272-280
c59Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Barbara Hammer: Functional Principal Component Learning Using Oja's Method and Sobolev Norms. WSOM 2009: 325-333
p2Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Michael Biehl, Barbara Hammer, Petra Schneider, Thomas Villmann: Metric Learning for Prototype-Based Classification. Innovations in Neural Information Paradigms and Applications 2009: 183-199
r1Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Thomas Villmann, Barbara Hammer: Prototype Based Classification in Bioinformatics. Encyclopedia of Artificial Intelligence 2009: 1337-1342
e2Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Michael Biehl, Barbara Hammer, Michel Verleysen, Thomas Villmann (Eds.): Similarity-Based Clustering, Recent Developments and Biomedical Applications [outcome of a Dagstuhl Seminar]. Lecture Notes in Computer Science 5400, Springer 2009, isbn 978-3-642-01804-6
2008
j27Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marc Strickert, Frank-Michael Schleif, Udo Seiffert, Thomas Villmann: Derivatives of Pearson Correlation for Gradient-based Analysis of Biomedical Data. Inteligencia Artificial, Revista Iberoamericana de Inteligencia Artificial 12(37): 37-44 (2008)
j26Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Frank-Michael Schleif, Markus Kostrzewa, Axel Walch, Barbara Hammer: Classification of mass-spectrometric data in clinical proteomics using learning vector quantization methods. Briefings in Bioinformatics 9(2): 129-143 (2008)
j25Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Thomas Villmann, Barbara Hammer: Prototype based fuzzy classification in clinical proteomics. Int. J. Approx. Reasoning 47(1): 4-16 (2008)
c58Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marc Strickert, Petra Schneider, Jens Keilwagen, Thomas Villmann, Michael Biehl, Barbara Hammer: Discriminatory Data Mapping by Matrix-Based Supervised Learning Metrics. ANNPR 2008: 78-89
c57no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marc Strickert, Nese Sreenivasulu, Thomas Villmann, Barbara Hammer: Robust Centroid-Based Clustering using Derivatives of Pearson Correlation. BIOSIGNALS (2) 2008: 197-203
c56Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Matthias Ongyerth, Thomas Villmann: Sparse Coding Neural Gas for Analysis of Nuclear Magnetic Resonance Spectroscopy. CBMS 2008: 620-625
c55Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marc Strickert, Frank-Michael Schleif, Thomas Villmann: Metric adaptation for supervised attribute rating. ESANN 2008: 31-36
c54Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Alexander Hasenfuss, Barbara Hammer, Tina Geweniger, Thomas Villmann: Magnification Control in Relational Neural Gas. ESANN 2008: 325-330
c53Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Erzsébet Merényi, Udo Seiffert: Machine learning approches and pattern recognition for spectral data. ESANN 2008: 433-444
c52Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Petra Schneider, Frank-Michael Schleif, Thomas Villmann, Michael Biehl: Generalized matrix learning vector quantizer for the analysis of spectral data. ESANN 2008: 451-456
c51Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Tina Geweniger, Frank-Michael Schleif, Alexander Hasenfuss, Barbara Hammer, Thomas Villmann: Comparison of Cluster Algorithms for the Analysis of Text Data Using Kolmogorov Complexity. ICONIP (2) 2008: 61-69
p1Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Thomas Villmann, Barbara Hammer, Martijn van der Werff, André M. Deelder, Rob A. E. M. Tollenaar: Analysis of Spectral Data in Clinical Proteomics by Use of Learning Vector Quantizers. Computational Intelligence in Biomedicine and Bioinformatics 2008: 141-167
2007
j24Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Barbara Hammer, Thomas Villmann: Margin-based active learning for LVQ networks. Neurocomputing 70(7-9): 1215-1224 (2007)
j23Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Alexander Hasenfuss, Thomas Villmann: Magnification control for batch neural gas. Neurocomputing 70(7-9): 1225-1234 (2007)
j22Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Erzsébet Merényi, Abha Jain, Thomas Villmann: Explicit Magnification Control of Self-Organizing Maps for "Forbidden" Data. IEEE Transactions on Neural Networks 18(3): 786-797 (2007)
c50Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Michael Biehl, Barbara Hammer, Michel Verleysen, Thomas Villmann: 07131 Summary -- Similarity-based Clustering and its Application to Medicine and Biology. Similarity-based Clustering and its Application to Medicine and Biology 2007
c49Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Michael Biehl, Barbara Hammer, Michel Verleysen, Thomas Villmann: 07131 Abstracts Collection -- Similarity-based Clustering and its Application to Medicine and Biology. Similarity-based Clustering and its Application to Medicine and Biology 2007
c48Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Thomas Villmann: How to process uncertainty in machine learning?. ESANN 2007: 79-90
c47Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Marc Strickert, Cornelia Brüß, Frank-Michael Schleif, Udo Seiffert: Visualization of Fuzzy Information in Fuzzy-Classification for Image Segmentation using MDS. ESANN 2007: 103-108
c46Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Frank-Michael Schleif, Martijn van der Werff, André M. Deelder, Rob A. E. M. Tollenaar: Association Learning in SOMs for Fuzzy-Classification. ICMLA 2007: 581-586
c45Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Alexander Hasenfuss, Frank-Michael Schleif, Thomas Villmann, Marc Strickert, Udo Seiffert: Intuitive Clustering of Biological Data. IJCNN 2007: 1877-1882
c44Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Alexander Hasenfuss, Barbara Hammer, Frank-Michael Schleif, Thomas Villmann: Neural Gas Clustering for Dissimilarity Data with Continuous Prototypes. IWANN 2007: 539-546
c43Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Frank-Michael Schleif, Erzsébet Merényi, Barbara Hammer: Fuzzy Labeled Self-Organizing Map for Classification of Spectra. IWANN 2007: 556-563
c42Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Thomas Villmann, Barbara Hammer: Supervised Neural Gas for Classification of Functional Data and Its Application to the Analysis of Clinical Proteom Spectra. IWANN 2007: 1036-1044
c41Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Thomas Villmann, Barbara Hammer: Analysis of Proteomic Spectral Data by Multi Resolution Analysis and Self-Organizing Maps. WILF 2007: 563-570
e1no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Michael Biehl, Barbara Hammer, Michel Verleysen, Thomas Villmann (Eds.): Similarity-based Clustering and its Application to Medicine and Biology, 25.03. - 30.03.2007. Dagstuhl Seminar Proceedings 07131, Internationales Begegnungs- und Forschungszentrum fuer Informatik (IBFI), Schloss Dagstuhl, Germany 2007
2006
j21Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marc Strickert, Udo Seiffert, Nese Sreenivasulu, Winfriede Weschke, Thomas Villmann, Barbara Hammer: Generalized relevance LVQ (GRLVQ) with correlation measures for gene expression analysis. Neurocomputing 69(7-9): 651-659 (2006)
j20Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Frank-Michael Schleif, Barbara Hammer: Prototype-based fuzzy classification with local relevance for proteomics. Neurocomputing 69(16-18): 2425-2428 (2006)
j19Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Jens Christian Claussen: Magnification Control in Self-Organizing Maps and Neural Gas. Neural Computation 18(2): 446-469 (2006)
j18Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Frank-Michael Schleif, Barbara Hammer: Comparison of relevance learning vector quantization with other metric adaptive classification methods. Neural Networks 19(5): 610-622 (2006)
j17Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marie Cottrell, Barbara Hammer, Alexander Hasenfuss, Thomas Villmann: Batch and median neural gas. Neural Networks 19(6-7): 762-771 (2006)
j16Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Barbara Hammer, Frank-Michael Schleif, Tina Geweniger, Wieland Hermann: Fuzzy classification by fuzzy labeled neural gas. Neural Networks 19(6-7): 772-779 (2006)
c40Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Alexander Hasenfuss, Frank-Michael Schleif, Thomas Villmann: Supervised Batch Neural Gas. ANNPR 2006: 33-45
c39Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Udo Seiffert, Frank-Michael Schleif, Cornelia Brüß, Tina Geweniger, Barbara Hammer: Fuzzy Labeled Self-Organizing Map with Label-Adjusted Prototypes. ANNPR 2006: 46-56
c38Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Barbara Hammer, Udo Seiffert: Perspectives of Self-adapted Self-organizing Clustering in Organic Computing. BioADIT 2006: 141-159
c37Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Thomas Elssner, Markus Kostrzewa, Thomas Villmann, Barbara Hammer: Analysis and Visualization of Proteomic Data by Fuzzy Labeled Self-Organizing Maps. CBMS 2006: 919-924
c36Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Alexander Hasenfuss, Thomas Villmann: Magnification control for batch neural gas. ESANN 2006: 7-12
c35Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Udo Seiffert, Barbara Hammer, Samuel Kaski, Thomas Villmann: Neural networks and machine learning in bioinformatics - theory and applications. ESANN 2006: 521-532
c34Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Barbara Hammer, Thomas Villmann: Margin based Active Learning for LVQ Networks. ESANN 2006: 539-544
c33Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Cornelia Brüß, Felix Bollenbeck, Frank-Michael Schleif, Winfriede Weschke, Thomas Villmann, Udo Seiffert: Fuzzy image segmentation with Fuzzy Labelled Neural Gas. ESANN 2006: 563-568
c32Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Thomas Villmann, Frank-Michael Schleif, Cornelia Albani, Wieland Hermann: Learning Vector Quantization Classification with Local Relevance Determination for Medical Data. ICAISC 2006: 603-612
c31Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Barbara Hammer, Frank-Michael Schleif, Tina Geweniger, Tom Fischer, Marie Cottrell: Prototype Based Classification Using Information Theoretic Learning. ICONIP (2) 2006: 40-49
2005
j15Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marie Cottrell, Barbara Hammer, Thomas Villmann: New Aspects in Neurocomputing. Neurocomputing 63: 1-3 (2005)
j14Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Jens Christian Claussen, Thomas Villmann: Magnification control in winner relaxing neural gas. Neurocomputing 63: 125-137 (2005)
j13Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Jochen J. Steil, Gavin C. Cawley, Thomas Villmann: Trends in Neurocomputing at ESANN 2004. Neurocomputing 64: 1-4 (2005)
j12Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Marc Strickert, Thomas Villmann: Supervised Neural Gas with General Similarity Measure. Neural Processing Letters 21(1): 21-44 (2005)
j11Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Marc Strickert, Thomas Villmann: On the Generalization Ability of GRLVQ Networks. Neural Processing Letters 21(2): 109-120 (2005)
c30Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Andreas Rechtien, Marc Strickert, Thomas Villmann: Relevance learning for mental disease classification. ESANN 2005: 139-144
c29Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Thomas Villmann: Classification using non-standard metrics. ESANN 2005: 303-316
c28Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Marc Strickert, Nese Sreenivasulu, Winfriede Weschke, Udo Seiffert, Thomas Villmann: Generalized Relevance LVQ with Correlation Measures for Biological Data. ESANN 2005: 331-338
c27Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Frank-Michael Schleif, Barbara Hammer: Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning. ICMLA 2005
c26Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, Thomas Villmann, Barbara Hammer: Local Metric Adaptation for Soft Nearest Prototype Classification to Classify Proteomic Data. WILF 2005: 290-296
2004
j10Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann: Special issue on new aspects in neurocomputing. Neurocomputing 57: 1-2 (2004)
j9Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Beate Villmann, Volker Slowik: Evolutionary algorithms with neighborhood cooperativeness according to neural maps. Neurocomputing 57: 151-169 (2004)
c25Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Udo Seiffert, Axel Wismüller: Theory and applications of neural maps. ESANN 2004: 25-38
c24Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Marc Strickert, Thomas Villmann: Relevance LVQ versus SVM. ICAISC 2004: 592-597
c23Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Frank-Michael Schleif, U. Clauss, Thomas Villmann, Barbara Hammer: Supervised relevance neural gas and unified maximum separability analysis for classification of mass spectrometric data. ICMLA 2004: 374-379
2003
j8Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Erzsébet Merényi, Barbara Hammer: Neural maps in remote sensing image analysis. Neural Networks 16(3-4): 389-403 (2003)
c22Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Thomas Villmann: Mathematical Aspects of Neural Networks. ESANN 2003: 59-72
c21Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Jens Christian Claussen, Thomas Villmann: Magnification Control in Winner Relaxing Neural Gas. ESANN 2003: 93-98
2002
j7Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann: Neural maps for faithful data modelling in medicine - state-of-the-art and exemplary applications. Neurocomputing 48(1-4): 229-250 (2002)
j6Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Thomas Villmann: Generalized relevance learning vector quantization. Neural Networks 15(8-9): 1059-1068 (2002)
c20no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Axel Wismüller, Thomas Villmann: Exploratory Data Analysis in Medicine and Bioinformatics. ESANN 2002: 25-38
c19no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Thomas Villmann: Batch-RLVQ. ESANN 2002: 295-300
c18Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Marc Strickert, Thomas Villmann: Learning Vector Quantization for Multimodal Data. ICANN 2002: 370-376
c17Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Andreas Rechtien, Marc Strickert, Thomas Villmann: Rule Extraction from Self-Organizing Networks. ICANN 2002: 877-883
c16Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Jutta Huhse, Thomas Villmann, Peter Merz, Andreas Zell: Evolution Strategy with Neighborhood Attraction Using a Neural Gas Approach. PPSN 2002: 391-400
2001
c15Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann: Evolutionary algorithms and neural networks in hybrid systems. ESANN 2001: 137-152
c14Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Barbara Hammer, Thomas Villmann: Input pruning for neural gas architectures. ESANN 2001: 283-288
c13Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Conny Albani: Clustering of Categoric Data in Medicine - Application of Evolutionary Algorithms. Fuzzy Days 2001: 619-627
2000
c12Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann: Neural networks approaches in medicine - a review of actual developments. ESANN 2000: 165-176
c11Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, R. Haupt, Klaus Hering: Parallel Evolutionary Algorithms with SOM-Like Migration and its Application to VLSI-Design. IJCNN (5) 2000: 167-172
c10Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Wieland Hermann, Michael Geyer: Data Mining and Knowledge Discovery in Medical Applications Using Self-Organizing Maps. ISMDA 2000: 138-151
1999
j5Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Hans-Ulrich Bauer, J. Michael Herrmann, Thomas Villmann: Neural maps and topographic vector quantization. Neural Networks 12(4-5): 659-676 (1999)
c9Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann: Benefits and limits of the self-organizing map and its variants in the area of satellite remote sensoring processing. ESANN 1999: 111-116
1998
j4Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Hans-Ulrich Bauer: Applications of the growing self-organizing map. Neurocomputing 21(1-3): 91-100 (1998)
c8Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, J. Michael Herrmann: Magnification control in neural maps. ESANN 1998: 191-196
c7no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, A. Körner, Conny Albani: Evolutionary Algorithms with Self-Organizing Population Dynamic for Clustering of Categories in Psychotherapy Research Using Large Clinical Data Sets. NC 1998: 130-136
1997
j3Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Ralf Der, J. Michael Herrmann, Thomas Villmann: Time behavior of topological ordering in self-organizing feature mapping. Biological Cybernetics 77(6): 419-427 (1997)
j2Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Hans-Ulrich Bauer, Thomas Villmann: Growing a hypercubical output space in a self-organizing feature map. IEEE Trans. Neural Netw. Learning Syst. 8(2): 218-226 (1997)
j1Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Ralf Der, J. Michael Herrmann, Thomas Martinetz: Topology preservation in self-organizing feature maps: exact definition and measurement. IEEE Trans. Neural Netw. Learning Syst. 8(2): 256-266 (1997)
c6no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
J. Michael Herrmann, Hans-Ulrich Bauer, Thomas Villmann: Measuring topology preservation in maps of real-world data. ESANN 1997
c5Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Beate Villmann, Conny Albani: Application of Evolutionary Algorithms to the Problem of New Clustering of Psychological Categories Using Real Clinical Data Sets. Fuzzy Days 1997: 311-320
c4Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
J. Michael Herrmann, Thomas Villmann: Vector Quantization by Optimal Neural Gas. ICANN 1997: 625-630
1996
c3Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Klaus Hering, R. Haupt, Thomas Villmann: Hierarchical Strategy of Model Partitioning for VLSI-Design Using an Improved Mixture of Experts Approach. Workshop on Parallel and Distributed Simulation 1996: 106-113
1994
c2no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Thomas Villmann, Ralf Der, J. Michael Herrmann, Thomas Martinetz: Topology Preservation in Self-Organizing Feature Maps: General Definition and Efficient Measurement. Fuzzy Days 1994: 159-166
1993
c1Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XML
Ralf Der, Thomas Villmann: Dynamics of Self-Organized Feature Mapping. IWANN 1993: 312-315

Coauthor Index

1Jennifer R. Aduwo
[j34]
2Conny Albani
[c13] [c7] [c5]
3Cornelia Albani
[c32]
4Alán Alpár
[c76]
5Charles Anderson
[j40]
6Ahmad Taher Azar
[j40]
7Andreas Backhaus
[c78]
8Giorgio Battistelli
[j40]
9Hans-Ulrich Bauer
[j5] [j4] [j2] [c6]
10Eduardo Bayro-Corrochano (Eduardo Jose Bayro-Corrochano)
[j40]
11Michael Biehl
[j39] [j38] [j37] [c90] [c88] [c87] [j35] [j34] [c84] [c83] [i1] [j30] [c77] [c75] [c73] [c69] [c68] [c62] [p2] [e2] [c58] [c52] [c50] [c49] [e1]
12Felix Bollenbeck
[c33]
13Cornelia Brüß
[c47] [c39] [c33]
14Kerstin Bunte
[j39] [j37] [c88] [c87] [j35] [c86] [j30] [c75]
15Gavin C. Cawley
[j13]
16Cristiano Cervellera
[j40]
17Andrzej Cichocki
[c81]
18U. Clauss
[c23]
19Jens Christian Claussen
[j19] [j14] [c21]
20Marie Cottrell
[j17] [c31] [j15]
21André M. Deelder
[p1] [c46]
22Ralf Der
[j3] [j1] [c2] [c1]
23David A. Elizondo
[j40]
24Thomas Elssner
[c63] [c37]
25Maurizio Filippone
[j40]
26Tom Fischer
[c31]
27Alexander Gammerman (Alex J. Gammerman)
[j29]
28Tina Geweniger
[c91] [c85] [c83] [c78] [j32] [c74] [c71] [c66] [c64] [c61] [c54] [c51] [j16] [c39] [c31]
29Michael Geyer
[c10]
30Giorgio Gnecco
[j40]
31Ulrich Gärtner
[c76]
32Sven Haase
[j39] [j34] [j33] [c86] [c80] [c78] [c77] [c73] [c71] [c70]
33Barbara Hammer
[j38] [j37] [j36] [j35] [c84] [i1] [j32] [j31] [j30] [c77] [c75] [c72] [c70] [c69] [j29] [c68] [c66] [c61] [c59] [p2] [r1] [e2] [j26] [j25] [c58] [c57] [c54] [c51] [p1] [j24] [j23] [c50] [c49] [c48] [c45] [c44] [c43] [c42] [c41] [e1] [j21] [j20] [j18] [j17] [j16] [c40] [c39] [c38] [c37] [c36] [c35] [c34] [c32] [c31] [j15] [j12] [j11] [c30] [c29] [c27] [c26] [c24] [c23] [j8] [c22] [j6] [c19] [c18] [c17] [c14]
34Alexander Hasenfuss (Alexander Hasenfuß)
[c54] [c51] [j23] [c45] [c44] [j17] [c40] [c36]
35R. Haupt
[c11] [c3]
36Ulrich Heimann
[c64]
37Klaus Hering
[c11] [c3]
38Wieland Hermann
[j16] [c32] [c10]
39J. Michael Herrmann
[j5] [c8] [j3] [j1] [c6] [c4] [c2]
40Xiaolin Hu
[j40]
41Tingwen Huang
[j40]
42Jutta Huhse
[c16]
43Abha Jain
[j22]
44Samuel Kaski
[c35]
45Jens Keilwagen
[c62] [c58]
46Andreas Kolb
[c82]
47Markus Kostrzewa
[j29] [c60] [j26] [c37]
48Marika Kästner
[j38] [c92] [c91] [c90] [c89] [c85] [c84] [c79] [c78]
49A. Körner
[c7]
50Björn Labitzke
[c82]
51Mandy Lange
[c91]
52Derong Liu
[j40]
53Weifeng Liu
[j40]
54Wenlian Lu
[j40]
55Ana Maria Madureira
[j40]
56Thomas Martinetz
[j1] [c2]
57Peter Merz
[c16]
58Erzsébet Merényi
[i1] [c53] [j22] [c43] [j8]
59Ernest Mwebaze
[j34] [c73]
60David Nebel
[c90] [c89]
61Matthias Ongyerth
[j28] [c56]
62Gabriele Peters
[c87]
63José Carlos Príncipe (José C. Príncipe, Jose C. Principe)
[c81]
64John A. Quinn (John Alexander Quinn)
[j34]
65Andreas Rechtien
[c30] [c17]
66Martin Riedel
[c90] [c89]
67Andreas Schierwagen
[c76]
68Frank-Michael Schleif
[j37] [c88] [j36] [j34] [c86] [c83] [j31] [c77] [c73] [c72] [c71] [c70] [c69] [j29] [j28] [c67] [c65] [c63] [c62] [c60] [r1] [j27] [j26] [j25] [c56] [c55] [c52] [c51] [p1] [j24] [c47] [c46] [c45] [c44] [c43] [c42] [c41] [j20] [j18] [j16] [c40] [c39] [c37] [c34] [c33] [c32] [c31] [c27] [c26] [c23]
69Petra Schneider
[j37] [c88] [j36] [j34] [c83] [j30] [c73] [c69] [p2] [c58] [c52]
70Udo Seiffert
[c78] [c67] [j27] [c53] [c47] [c45] [j21] [c39] [c38] [c35] [c33] [c28] [c25]
71Stephan Simmuteit
[j31] [c63] [c60]
72Igor Skrjanc
[j40]
73Volker Slowik
[j9]
74Alessandro Sperduti
[i1]
75Nese Sreenivasulu
[c57] [j21] [c28]
76Jochen J. Steil (Jochen Jakob Steil)
[j13]
77Han Stiekema
[j30]
78Marc Strickert
[c87] [c82] [c67] [c62] [j27] [c58] [c57] [c55] [c47] [c45] [j21] [j12] [j11] [c30] [c28] [c24] [c18] [c17]
79Rob A. E. M. Tollenaar
[p1] [c46]
80Michel Verleysen
[e2] [c50] [c49] [e1]
81Beate Villmann
[j9] [c5]
82Axel Walch
[j26]
83Martijn van der Werff
[p1] [c46]
84Winfriede Weschke
[j21] [c33] [c28]
85Axel Wismüller
[j35] [c75] [c25] [c20]
86Jonathan Wu
[j40]
87Shengli Xie
[j40]
88Dong Xu
[j40]
89Andreas Zell
[c16]
90Dietlind Zühlke
[j32] [c71] [c66] [c64] [c61]

Colors in the list of coauthors

Last update Sun May 19 09:43:53 2013 CET by the DBLP TeamThis material is Open Data Data released under the ODC-BY 1.0 license — See also our legal information page