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129Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMarika Kästner, Thomas Villmann: Fuzzy Supervised Self-Organizing Map for Semi-supervised Vector Quantization. ICAISC (1) 2012: 256-265
128Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Tina Geweniger, Marika Kästner, Mandy Lange: Fuzzy Neural Gas for Unsupervised Vector Quantization. ICAISC (1) 2012: 350-358
127Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLKerstin 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)
2011
126Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMarika Kästner, Barbara Hammer, Michael Biehl, Thomas Villmann: Generalized functional relevance learning vector quantization. ESANN 2011
125Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, José C. Príncipe, Andrzej Cichocki: Information theory related learning. ESANN 2011
124Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLKerstin Bunte, Frank-Michael Schleif, Sven Haase, Thomas Villmann: Mathematical Foundations of the Self Organized Neighbor Embedding (SONE) for Dimension Reduction and Visualization. ESANN 2011
123Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMarc Strickert, Björn Labitzke, Andreas Kolb, Thomas Villmann: Multispectral image characterization by partial generalized covariance. ESANN 2011
122Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLPetra Schneider, Tina Geweniger, Frank-Michael Schleif, Michael Biehl, Thomas Villmann: Multivariate class labeling in Robust Soft LVQ. ESANN 2011
121Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLTina Geweniger, Marika Kästner, Thomas Villmann: Optimization of Parametrized Divergences in Fuzzy c-Means. ESANN 2011
120Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Sven Haase: Magnification in divergence based neural maps. IJCNN 2011: 437-441
119Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Marika Kästner: Sparse Functional Relevance Learning in Generalized Learning Vector Quantization. WSOM 2011: 79-89
118Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMarika Kästner, Andreas Backhaus, Tina Geweniger, Sven Haase, Udo Seiffert, Thomas Villmann: Relevance Learning in Unsupervised Vector Quantization Based on Divergences. WSOM 2011: 90-100
117Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMichael 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)
116Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-Michael Schleif, Thomas Villmann, Barbara Hammer, Petra Schneider: Efficient Kernelized Prototype Based Classification. Int. J. Neural Syst. 21(6): 443-457 (2011)
115Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Sven Haase: Divergence-Based Vector Quantization. Neural Computation 23(5): 1343-1392 (2011)
114Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLKerstin Bunte, Barbara Hammer, Thomas Villmann, Michael Biehl, Axel Wismüller: Neighbor embedding XOM for dimension reduction and visualization. Neurocomputing 74(9): 1340-1350 (2011)
113Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLErnest 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)
2010
112Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Sven Haase, Frank-Michael Schleif, Barbara Hammer, Michael Biehl: The Mathematics of Divergence Based Online Learning in Vector Quantization. ANNPR 2010: 108-119
111Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAndreas Schierwagen, Thomas Villmann, Alán Alpár, Ulrich Gärtner: Cluster Analysis of Cortical Pyramidal Neurons Using SOM. ANNPR 2010: 120-130
110Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLErnest Mwebaze, Petra Schneider, Frank-Michael Schleif, Sven Haase, Thomas Villmann, Michael Biehl: Divergence based Learning Vector Quantization. ESANN 2010
109Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLKerstin Bunte, Barbara Hammer, Thomas Villmann, Michael Biehl, Axel Wismüller: Exploratory Observation Machine (XOM) with Kullback-Leibler Divergence for Dimensionality Reduction and Visualization. ESANN 2010
108Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLTina Geweniger, Thomas Villmann: Extending FSNPC to handle data points with fuzzy class assignments. ESANN 2010
107Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDietlind Zühlke, Frank-Michael Schleif, Tina Geweniger, Sven Haase, Thomas Villmann: Learning vector quantization for heterogeneous structured data. ESANN 2010
106Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Frank-Michael Schleif, Barbara Hammer: Sparse representation of data. ESANN 2010
105Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Sven Haase, Frank-Michael Schleif, Barbara Hammer: Divergence Based Online Learning in Vector Quantization. ICAISC (1) 2010: 479-486
104Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-Michael Schleif, Thomas Villmann, Barbara Hammer, Petra Schneider, Michael Biehl: Generalized Derivative Based Kernelized Learning Vector Quantization. IDEAL 2010: 21-28
103Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLPetra 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)
102Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLStephan 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)
101Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLTina Geweniger, Dietlind Zühlke, Barbara Hammer, Thomas Villmann: Median fuzzy c-means for clustering dissimilarity data. Neurocomputing 73(7-9): 1109-1116 (2010)
2009
100Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMichael Biehl, Barbara Hammer, Michel Verleysen, Thomas Villmann: Similarity-Based Clustering, Recent Developments and Biomedical Applications [outcome of a Dagstuhl Seminar] Springer 2009
99Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDietlind Zühlke, Tina Geweniger, Ulrich Heimann, Thomas Villmann: Fuzzy Fleiss-kappa for Comparison of Fuzzy Classifiers. ESANN 2009
98Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLTina Geweniger, Dietlind Zühlke, Barbara Hammer, Thomas Villmann: Median Variant of Fuzzy c-Means. ESANN 2009
97Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-Michael Schleif, Thomas Villmann: Neural Maps and Learning Vector Quantization - Theory and Applications. ESANN 2009
96Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLStephan 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
95Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMarc Strickert, Jens Keilwagen, Frank-Michael Schleif, Thomas Villmann, Michael Biehl: Matrix Metric Adaptation Linear Discriminant Analysis of Biomedical Data. IWANN (1) 2009: 933-940
94Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Barbara Hammer, Michael Biehl: Some Theoretical Aspects of the Neural Gas Vector Quantizer. Similarity-Based Clustering 2009: 23-34
93Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMarc Strickert, Frank-Michael Schleif, Thomas Villmann, Udo Seiffert: Unleashing Pearson Correlation for Faithful Analysis of Biomedical Data. Similarity-Based Clustering 2009: 70-91
92Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLStephan Simmuteit, Frank-Michael Schleif, Thomas Villmann, Markus Kostrzewa: Hierarchical PCA Using Tree-SOM for the Identification of Bacteria. WSOM 2009: 272-280
91Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Barbara Hammer: Functional Principal Component Learning Using Oja's Method and Sobolev Norms. WSOM 2009: 325-333
90Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLTina Geweniger, Dietlind Zühlke, Barbara Hammer, Thomas Villmann: Fuzzy Variant of Affinity Propagation in Comparison to Median Fuzzy c-Means. WSOM 2009: 72-79
89Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-Michael Schleif, Thomas Villmann, Barbara Hammer: Prototype Based Classification in Bioinformatics. Encyclopedia of Artificial Intelligence 2009: 1337-1342
88Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMichael Biehl, Barbara Hammer, Petra Schneider, Thomas Villmann: Metric Learning for Prototype-Based Classification. Innovations in Neural Information Paradigms and Applications 2009: 183-199
87Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-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)
86Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-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)
2008
85Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMarc Strickert, Petra Schneider, Jens Keilwagen, Thomas Villmann, Michael Biehl, Barbara Hammer: Discriminatory Data Mapping by Matrix-Based Supervised Learning Metrics. ANNPR 2008: 78-89
84no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMarc Strickert, Nese Sreenivasulu, Thomas Villmann, Barbara Hammer: Robust Centroid-Based Clustering using Derivatives of Pearson Correlation. BIOSIGNALS (2) 2008: 197-203
83Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-Michael Schleif, Matthias Ongyerth, Thomas Villmann: Sparse Coding Neural Gas for Analysis of Nuclear Magnetic Resonance Spectroscopy. CBMS 2008: 620-625
82Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMarc Strickert, Frank-Michael Schleif, Thomas Villmann: Metric adaptation for supervised attribute rating. ESANN 2008: 31-36
81Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAlexander Hasenfuss, Barbara Hammer, Tina Geweniger, Thomas Villmann: Magnification Control in Relational Neural Gas. ESANN 2008: 325-330
80Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Erzsébet Merényi, Udo Seiffert: Machine learning approches and pattern recognition for spectral data. ESANN 2008: 433-444
79Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLPetra Schneider, Frank-Michael Schleif, Thomas Villmann, Michael Biehl: Generalized matrix learning vector quantizer for the analysis of spectral data. ESANN 2008: 451-456
78Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLTina 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
77Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-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
76Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas 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)
75Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-Michael Schleif, Thomas Villmann, Barbara Hammer: Prototype based fuzzy classification in clinical proteomics. Int. J. Approx. Reasoning 47(1): 4-16 (2008)
74Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMarc 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)
2007
73no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMichael Biehl, Barbara Hammer, Michel Verleysen, Thomas Villmann: Similarity-based Clustering and its Application to Medicine and Biology, 25.03. - 30.03.2007 Internationales Begegnungs- und Forschungszentrum fuer Informatik (IBFI), Schloss Dagstuhl, Germany 2007
72Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas 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
71Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Thomas Villmann: How to process uncertainty in machine learning?. ESANN 2007: 79-90
70Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas 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
69Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Alexander Hasenfuss, Frank-Michael Schleif, Thomas Villmann, Marc Strickert, Udo Seiffert: Intuitive Clustering of Biological Data. IJCNN 2007: 1877-1882
68Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-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
67Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAlexander Hasenfuss, Barbara Hammer, Frank-Michael Schleif, Thomas Villmann: Neural Gas Clustering for Dissimilarity Data with Continuous Prototypes. IWANN 2007: 539-546
66Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Frank-Michael Schleif, Erzsébet Merényi, Barbara Hammer: Fuzzy Labeled Self-Organizing Map for Classification of Spectra. IWANN 2007: 556-563
65Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMichael 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
64Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMichael 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
63Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-Michael Schleif, Thomas Villmann, Barbara Hammer: Analysis of Proteomic Spectral Data by Multi Resolution Analysis and Self-Organizing Maps. WILF 2007: 563-570
62Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLErzsébet 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)
61Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-Michael Schleif, Barbara Hammer, Thomas Villmann: Margin-based active learning for LVQ networks. Neurocomputing 70(7-9): 1215-1224 (2007)
60Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Alexander Hasenfuss, Thomas Villmann: Magnification control for batch neural gas. Neurocomputing 70(7-9): 1225-1234 (2007)
2006
59Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Alexander Hasenfuss, Frank-Michael Schleif, Thomas Villmann: Supervised Batch Neural Gas. ANNPR 2006: 33-45
58Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas 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
57Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Barbara Hammer, Udo Seiffert: Perspectives of Self-adapted Self-organizing Clustering in Organic Computing. BioADIT 2006: 141-159
56Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-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
55Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLUdo Seiffert, Barbara Hammer, Samuel Kaski, Thomas Villmann: Neural networks and machine learning in bioinformatics - theory and applications. ESANN 2006: 521-532
54Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-Michael Schleif, Barbara Hammer, Thomas Villmann: Margin based Active Learning for LVQ Networks. ESANN 2006: 539-544
53Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLCornelia Brüß, Felix Bollenbeck, Frank-Michael Schleif, Winfriede Weschke, Thomas Villmann, Udo Seiffert: Fuzzy image segmentation with Fuzzy Labelled Neural Gas. ESANN 2006: 563-568
52Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Alexander Hasenfuss, Thomas Villmann: Magnification control for batch neural gas. ESANN 2006: 7-12
51Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara 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
50Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Barbara Hammer, Frank-Michael Schleif, Tina Geweniger, Tom Fischer, Marie Cottrell: Prototype Based Classification Using Information Theoretic Learning. ICONIP (2) 2006: 40-49
49Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Jens Christian Claussen: Magnification Control in Self-Organizing Maps and Neural Gas. Neural Computation 18(2): 446-469 (2006)
48Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas 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)
47Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMarie Cottrell, Barbara Hammer, Alexander Hasenfuss, Thomas Villmann: Batch and median neural gas. Neural Networks 19(6-7): 762-771 (2006)
46Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas 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)
45Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Frank-Michael Schleif, Barbara Hammer: Prototype-based fuzzy classification with local relevance for proteomics. Neurocomputing 69(16-18): 2425-2428 (2006)
44Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMarc 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)
2005
43Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Andreas Rechtien, Marc Strickert, Thomas Villmann: Relevance learning for mental disease classification. ESANN 2005: 139-144
42Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Thomas Villmann: Classification using non-standard metrics. ESANN 2005: 303-316
41Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMarc Strickert, Nese Sreenivasulu, Winfriede Weschke, Udo Seiffert, Thomas Villmann: Generalized Relevance LVQ with Correlation Measures for Biological Data. ESANN 2005: 331-338
40Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Frank-Michael Schleif, Barbara Hammer: Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning. ICMLA 2005
39Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-Michael Schleif, Thomas Villmann, Barbara Hammer: Local Metric Adaptation for Soft Nearest Prototype Classification to Classify Proteomic Data. WILF 2005: 290-296
38Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Marc Strickert, Thomas Villmann: Supervised Neural Gas with General Similarity Measure. Neural Processing Letters 21(1): 21-44 (2005)
37Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Marc Strickert, Thomas Villmann: On the Generalization Ability of GRLVQ Networks. Neural Processing Letters 21(2): 109-120 (2005)
36Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMarie Cottrell, Barbara Hammer, Thomas Villmann: New Aspects in Neurocomputing. Neurocomputing 63: 1-3 (2005)
35Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJens Christian Claussen, Thomas Villmann: Magnification control in winner relaxing neural gas. Neurocomputing 63: 125-137 (2005)
34Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJochen J. Steil, Gavin C. Cawley, Thomas Villmann: Trends in Neurocomputing at ESANN 2004. Neurocomputing 64: 1-4 (2005)
2004
33Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Udo Seiffert, Axel Wismüller: Theory and applications of neural maps. ESANN 2004: 25-38
32Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Marc Strickert, Thomas Villmann: Relevance LVQ versus SVM. ICAISC 2004: 592-597
31Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFrank-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
30Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann: Special issue on new aspects in neurocomputing. Neurocomputing 57: 1-2 (2004)
29Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Beate Villmann, Volker Slowik: Evolutionary algorithms with neighborhood cooperativeness according to neural maps. Neurocomputing 57: 151-169 (2004)
2003
28Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Thomas Villmann: Mathematical Aspects of Neural Networks. ESANN 2003: 59-72
27Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJens Christian Claussen, Thomas Villmann: Magnification Control in Winner Relaxing Neural Gas. ESANN 2003: 93-98
26Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Erzsébet Merényi, Barbara Hammer: Neural maps in remote sensing image analysis. Neural Networks 16(3-4): 389-403 (2003)
2002
25no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAxel Wismüller, Thomas Villmann: Exploratory Data Analysis in Medicine and Bioinformatics. ESANN 2002: 25-38
24no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Thomas Villmann: Batch-RLVQ. ESANN 2002: 295-300
23Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Marc Strickert, Thomas Villmann: Learning Vector Quantization for Multimodal Data. ICANN 2002: 370-376
22Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Andreas Rechtien, Marc Strickert, Thomas Villmann: Rule Extraction from Self-Organizing Networks. ICANN 2002: 877-883
21Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJutta Huhse, Thomas Villmann, Peter Merz, Andreas Zell: Evolution Strategy with Neighborhood Attraction Using a Neural Gas Approach. PPSN 2002: 391-400
20Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Thomas Villmann: Generalized relevance learning vector quantization. Neural Networks 15(8-9): 1059-1068 (2002)
19Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann: Neural maps for faithful data modelling in medicine - state-of-the-art and exemplary applications. Neurocomputing 48(1-4): 229-250 (2002)
2001
18Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann: Evolutionary algorithms and neural networks in hybrid systems. ESANN 2001: 137-152
17Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBarbara Hammer, Thomas Villmann: Input pruning for neural gas architectures. ESANN 2001: 283-288
16Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Conny Albani: Clustering of Categoric Data in Medicine - Application of Evolutionary Algorithms. Fuzzy Days 2001: 619-627
2000
15Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann: Neural networks approaches in medicine - a review of actual developments. ESANN 2000: 165-176
14Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, R. Haupt, Klaus Hering: Parallel Evolutionary Algorithms with SOM-Like Migration and its Application to VLSI-Design. IJCNN (5) 2000: 167-172
13Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Wieland Hermann, Michael Geyer: Data Mining and Knowledge Discovery in Medical Applications Using Self-Organizing Maps. ISMDA 2000: 138-151
1999
12Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann: Benefits and limits of the self-organizing map and its variants in the area of satellite remote sensoring processing. ESANN 1999: 111-116
11Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLHans-Ulrich Bauer, J. Michael Herrmann, Thomas Villmann: Neural maps and topographic vector quantization. Neural Networks 12(4-5): 659-676 (1999)
1998
10Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, J. Michael Herrmann: Magnification control in neural maps. ESANN 1998: 191-196
9no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas 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
8Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas Villmann, Hans-Ulrich Bauer: Applications of the growing self-organizing map. Neurocomputing 21(1-3): 91-100 (1998)
1997
7no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJ. Michael Herrmann, Hans-Ulrich Bauer, Thomas Villmann: Measuring topology preservation in maps of real-world data. ESANN 1997
6Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas 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
5Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJ. Michael Herrmann, Thomas Villmann: Vector Quantization by Optimal Neural Gas. ICANN 1997: 625-630
4Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLRalf Der, M. Herrmann, Thomas Villmann: Time behavior of topological ordering in self-organizing feature mapping. Biological Cybernetics 77(6): 419-427 (1997)
1996
3Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLKlaus 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
2no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLThomas 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
1Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLRalf Der, Thomas Villmann: Dynamics of Self-Organized Feature Mapping. IWANN 1993: 312-315

Coauthor Index

1Jennifer R. Aduwo [113]
2Conny Albani [6] [9] [16]
3Cornelia Albani [51]
4Alán Alpár [111]
5Andreas Backhaus [118]
6Hans-Ulrich Bauer [7] [8] [11]
7Michael Biehl [64] [65] [73] [79] [85] [88] [94] [95] [100] [103] [104] [109] [110] [112] [113] [114] [117] [122] [126] [127]
8Felix Bollenbeck [53]
9Cornelia Brüß [53] [58] [72]
10Kerstin Bunte [103] [109] [114] [124] [127]
11Gavin C. Cawley [34]
12Andrzej Cichocki [125]
13U. Clauss [31]
14Jens Christian Claussen [27] [35] [49]
15Marie Cottrell [36] [47] [50]
16André M. Deelder [70] [77]
17Ralf Der [1] [2] [4]
18Thomas Elssner [56] [96]
19Tom Fischer [50]
20Alexander Gammerman (Alex J. Gammerman) [87]
21Ulrich Gärtner [111]
22Tina Geweniger [46] [50] [58] [78] [81] [90] [98] [99] [101] [107] [108] [118] [121] [122] [128]
23Michael Geyer [13]
24Sven Haase [105] [107] [110] [112] [113] [115] [118] [120] [124]
25Barbara Hammer [17] [20] [22] [23] [24] [26] [28] [31] [32] [36] [37] [38] [39] [40] [42] [43] [44] [45] [46] [47] [48] [50] [51] [52] [54] [55] [56] [57] [58] [59] [60] [61] [63] [64] [65] [66] [67] [68] [69] [71] [73] [75] [76] [77] [78] [81] [84] [85] [87] [88] [89] [90] [91] [94] [98] [100] [101] [102] [103] [104] [105] [106] [109] [112] [114] [116] [117] [126] [127]
26Alexander Hasenfuss (Alexander Hasenfuß) [47] [52] [59] [60] [67] [69] [78] [81]
27R. Haupt [3] [14]
28Ulrich Heimann [99]
29Klaus Hering [3] [14]
30Wieland Hermann [13] [46] [51]
31J. Michael Herrmann [2] [5] [7] [10] [11]
32M. Herrmann [4]
33Jutta Huhse [21]
34Abha Jain [62]
35Samuel Kaski [55]
36Marika Kästner [118] [119] [121] [126] [128] [129]
37Jens Keilwagen [85] [95]
38Andreas Kolb [123]
39A. Körner [9]
40Markus Kostrzewa [56] [76] [87] [92]
41Björn Labitzke [123]
42Mandy Lange [128]
43Thomas Martinetz [2]
44Erzsébet Merényi [26] [62] [66] [80] [117]
45Peter Merz [21]
46Ernest Mwebaze [110] [113]
47Matthias Ongyerth [83] [86]
48José Carlos Príncipe (José C. Príncipe, Jose C. Principe) [125]
49John A. Quinn (John Alexander Quinn) [113]
50Andreas Rechtien [22] [43]
51Andreas Schierwagen [111]
52Frank-Michael Schleif [31] [39] [40] [45] [46] [48] [50] [51] [53] [54] [56] [58] [59] [61] [63] [66] [67] [68] [69] [70] [72] [74] [75] [76] [77] [78] [79] [82] [83] [86] [87] [89] [92] [93] [95] [96] [97] [102] [104] [105] [106] [107] [110] [112] [113] [116] [122] [124] [127]
53Petra Schneider [79] [85] [88] [103] [104] [110] [113] [116] [122] [127]
54Udo Seiffert [33] [41] [44] [53] [55] [57] [58] [69] [72] [74] [80] [93] [118]
55Stephan Simmuteit [92] [96] [102]
56Volker Slowik [29]
57Alessandro Sperduti [117]
58Nese Sreenivasulu [41] [44] [84]
59Jochen J. Steil (Jochen Jakob Steil) [34]
60Han Stiekema [103]
61Marc Strickert [22] [23] [32] [37] [38] [41] [43] [44] [69] [72] [74] [82] [84] [85] [93] [95] [123]
62Rob A. E. M. Tollenaar [70] [77]
63Michel Verleysen [64] [65] [73] [100]
64Beate Villmann [6] [29]
65Axel Walch [76]
66Martijn van der Werff [70] [77]
67Winfriede Weschke [41] [44] [53]
68Axel Wismüller [25] [33] [109] [114]
69Andreas Zell [21]
70Dietlind Zühlke [90] [98] [99] [101] [107]

Colors in the list of coauthors

Last update Fri May 25 01:42:58 2012 CET by the DBLP TeamThis material is Open Data Data released under the ODC-BY 1.0 license — See also our legal information page