Search results for "Thomas Villmann"

Hits ?▲	Authors	Title	Venue	Year	Link	Author keywords
1	Kerstin Bunte, Petra Schneider, Barbara Hammer, Frank-Michael Schleif, Thomas Villmann, Michael Biehl	Limited Rank Matrix Learning, discriminative dimension reduction and visualization.	Neural Networks	2012	DBLP DOI BibTeX RDF
1	Thomas Villmann, Tina Geweniger, Marika Kästner, Mandy Lange	Fuzzy Neural Gas for Unsupervised Vector Quantization.	ICAISC	2012	DBLP DOI BibTeX RDF
1	Marika Kästner, Thomas Villmann	Fuzzy Supervised Self-Organizing Map for Semi-supervised Vector Quantization.	ICAISC	2012	DBLP DOI BibTeX RDF
1	Frank-Michael Schleif, Thomas Villmann, Barbara Hammer, Petra Schneider	Efficient Kernelized Prototype Based Classification.	Int. J. Neural Syst.	2011	DBLP DOI BibTeX RDF
1	Thomas Villmann, Sven Haase	Divergence-Based Vector Quantization.	Neural Computation	2011	DBLP DOI BibTeX RDF
1	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	2011	DBLP DOI BibTeX RDF
1	Kerstin Bunte, Barbara Hammer, Thomas Villmann, Michael Biehl, Axel Wismüller	Neighbor embedding XOM for dimension reduction and visualization.	Neurocomputing	2011	DBLP DOI BibTeX RDF
1	Michael Biehl, Barbara Hammer, Erzsébet Merényi, Alessandro Sperduti, Thomas Villmann	Learning in the context of very high dimensional data (Dagstuhl Seminar 11341).	Dagstuhl Reports	2011	DBLP DOI BibTeX RDF
1	Petra Schneider, Tina Geweniger, Frank-Michael Schleif, Michael Biehl, Thomas Villmann	Multivariate class labeling in Robust Soft LVQ.	ESANN	2011	DBLP BibTeX RDF
1	Thomas Villmann, José C. Príncipe, Andrzej Cichocki	Information theory related learning.	ESANN	2011	DBLP BibTeX RDF
1	Marc Strickert, Björn Labitzke, Andreas Kolb, Thomas Villmann	Multispectral image characterization by partial generalized covariance.	ESANN	2011	DBLP BibTeX RDF
1	Marika Kästner, Barbara Hammer, Michael Biehl, Thomas Villmann	Generalized functional relevance learning vector quantization.	ESANN	2011	DBLP BibTeX RDF
1	Tina Geweniger, Marika Kästner, Thomas Villmann	Optimization of Parametrized Divergences in Fuzzy c-Means.	ESANN	2011	DBLP BibTeX RDF
1	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	DBLP BibTeX RDF
1	Thomas Villmann, Marika Kästner	Sparse Functional Relevance Learning in Generalized Learning Vector Quantization.	WSOM	2011	DBLP DOI BibTeX RDF
1	Marika Kästner, Andreas Backhaus, Tina Geweniger, Sven Haase, Udo Seiffert, Thomas Villmann	Relevance Learning in Unsupervised Vector Quantization Based on Divergences.	WSOM	2011	DBLP DOI BibTeX RDF
1	Thomas Villmann, Sven Haase	Magnification in divergence based neural maps.	IJCNN	2011	DBLP DOI BibTeX RDF
1	Petra Schneider, Kerstin Bunte, Han Stiekema, Barbara Hammer, Thomas Villmann, Michael Biehl	Regularization in matrix relevance learning.	IEEE Transactions on Neural Networks	2010	DBLP DOI BibTeX RDF
1	Stephan Simmuteit, Frank-Michael Schleif, Thomas Villmann, Barbara Hammer	Evolving trees for the retrieval of mass spectrometry-based bacteria fingerprints.	Knowl. Inf. Syst.	2010	DBLP DOI BibTeX RDF
1	Tina Geweniger, Dietlind Zühlke, Barbara Hammer, Thomas Villmann	Median fuzzy c-means for clustering dissimilarity data.	Neurocomputing	2010	DBLP DOI BibTeX RDF
1	Tina Geweniger, Thomas Villmann	Extending FSNPC to handle data points with fuzzy class assignments.	ESANN	2010	DBLP BibTeX RDF
1	Dietlind Zühlke, Frank-Michael Schleif, Tina Geweniger, Sven Haase, Thomas Villmann	Learning vector quantization for heterogeneous structured data.	ESANN	2010	DBLP BibTeX RDF
1	Ernest Mwebaze, Petra Schneider, Frank-Michael Schleif, Sven Haase, Thomas Villmann, Michael Biehl	Divergence based Learning Vector Quantization.	ESANN	2010	DBLP BibTeX RDF
1	Thomas Villmann, Frank-Michael Schleif, Barbara Hammer	Sparse representation of data.	ESANN	2010	DBLP BibTeX RDF
1	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	DBLP BibTeX RDF
1	Thomas Villmann, Sven Haase, Frank-Michael Schleif, Barbara Hammer	Divergence Based Online Learning in Vector Quantization.	ICAISC	2010	DBLP DOI BibTeX RDF
1	Frank-Michael Schleif, Thomas Villmann, Barbara Hammer, Petra Schneider, Michael Biehl	Generalized Derivative Based Kernelized Learning Vector Quantization.	IDEAL	2010	DBLP DOI BibTeX RDF
1	Andreas Schierwagen, Thomas Villmann, Alán Alpár, Ulrich Gärtner	Cluster Analysis of Cortical Pyramidal Neurons Using SOM.	ANNPR	2010	DBLP DOI BibTeX RDF
1	Thomas Villmann, Sven Haase, Frank-Michael Schleif, Barbara Hammer, Michael Biehl	The Mathematics of Divergence Based Online Learning in Vector Quantization.	ANNPR	2010	DBLP DOI BibTeX RDF
1	Frank-Michael Schleif, Thomas Villmann, Markus Kostrzewa, Barbara Hammer, Alexander Gammerman	Cancer informatics by prototype networks in mass spectrometry.	Artificial Intelligence in Medicine	2009	DBLP DOI BibTeX RDF
1	Frank-Michael Schleif, Thomas Villmann, Matthias Ongyerth	Supervised data analysis and reliability estimation with exemplary application for spectral data.	Neurocomputing	2009	DBLP DOI BibTeX RDF
1	Frank-Michael Schleif, Thomas Villmann, Barbara Hammer	Prototype Based Classification in Bioinformatics.	Encyclopedia of Artificial Intelligence	2009	DBLP BibTeX RDF
1	Michael Biehl, Barbara Hammer, Petra Schneider, Thomas Villmann	Metric Learning for Prototype-Based Classification.	Innovations in Neural Information Paradigms and Applications	2009	DBLP DOI BibTeX RDF
1	Thomas Villmann, Barbara Hammer, Michael Biehl	Some Theoretical Aspects of the Neural Gas Vector Quantizer.	Similarity-Based Clustering	2009	DBLP DOI BibTeX RDF
1	Marc Strickert, Frank-Michael Schleif, Thomas Villmann, Udo Seiffert	Unleashing Pearson Correlation for Faithful Analysis of Biomedical Data.	Similarity-Based Clustering	2009	DBLP DOI BibTeX RDF
1	Michael Biehl, Barbara Hammer, Michel Verleysen, Thomas Villmann (eds.)	Similarity-Based Clustering, Recent Developments and Biomedical Applications [outcome of a Dagstuhl Seminar]	Similarity-Based Clustering	2009	DBLP DOI BibTeX RDF
1	Dietlind Zühlke, Tina Geweniger, Ulrich Heimann, Thomas Villmann	Fuzzy Fleiss-kappa for Comparison of Fuzzy Classifiers.	ESANN	2009	DBLP BibTeX RDF
1	Tina Geweniger, Dietlind Zühlke, Barbara Hammer, Thomas Villmann	Median Variant of Fuzzy c-Means.	ESANN	2009	DBLP BibTeX RDF
1	Frank-Michael Schleif, Thomas Villmann	Neural Maps and Learning Vector Quantization - Theory and Applications.	ESANN	2009	DBLP BibTeX RDF
1	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	DBLP DOI BibTeX RDF	Evolving Tree, SOM, Mass Spectrometry
1	Thomas Villmann, Barbara Hammer	Functional Principal Component Learning Using Oja's Method and Sobolev Norms.	WSOM	2009	DBLP DOI BibTeX RDF	functional PCA, neural gas Sobolev-norms
1	Stephan Simmuteit, Frank-Michael Schleif, Thomas Villmann, Markus Kostrzewa	Hierarchical PCA Using Tree-SOM for the Identification of Bacteria.	WSOM	2009	DBLP DOI BibTeX RDF	tree som, bacteria identification, hierarchical PCA, unsupervised feature selection, mass spectrometry
1	Tina Geweniger, Dietlind Zühlke, Barbara Hammer, Thomas Villmann	Fuzzy Variant of Affinity Propagation in Comparison to Median Fuzzy c-Means.	WSOM	2009	DBLP DOI BibTeX RDF
1	Marc Strickert, Jens Keilwagen, Frank-Michael Schleif, Thomas Villmann, Michael Biehl	Matrix Metric Adaptation Linear Discriminant Analysis of Biomedical Data.	IWANN	2009	DBLP DOI BibTeX RDF	adaptive Mahalanobis distance, LDA
1	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	2008	DBLP BibTeX RDF
1	Frank-Michael Schleif, Thomas Villmann, Barbara Hammer	Prototype based fuzzy classification in clinical proteomics.	Int. J. Approx. Reasoning	2008	DBLP DOI BibTeX RDF
1	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	2008	DBLP DOI BibTeX RDF
1	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	DBLP DOI BibTeX RDF
1	Frank-Michael Schleif, Matthias Ongyerth, Thomas Villmann	Sparse Coding Neural Gas for Analysis of Nuclear Magnetic Resonance Spectroscopy.	CBMS	2008	DBLP DOI BibTeX RDF	nuclear mag-data analysis, nuclear magnetic resonance, data analysis, sparse coding
1	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	2008	DBLP DOI BibTeX RDF	similarity data, neural gas, kMeans, message passing, Cluster algorithm, Kolmogorov complexity, spectral clustering
1	Alexander Hasenfuss, Barbara Hammer, Tina Geweniger, Thomas Villmann	Magnification Control in Relational Neural Gas.	ESANN	2008	DBLP BibTeX RDF
1	Thomas Villmann, Erzsébet Merényi, Udo Seiffert	Machine learning approches and pattern recognition for spectral data.	ESANN	2008	DBLP BibTeX RDF
1	Marc Strickert, Frank-Michael Schleif, Thomas Villmann	Metric adaptation for supervised attribute rating.	ESANN	2008	DBLP BibTeX RDF
1	Petra Schneider, Frank-Michael Schleif, Thomas Villmann, Michael Biehl	Generalized matrix learning vector quantizer for the analysis of spectral data.	ESANN	2008	DBLP BibTeX RDF
1	Marc Strickert, Nese Sreenivasulu, Thomas Villmann, Barbara Hammer	Robust Centroid-Based Clustering using Derivatives of Pearson Correlation.	BIOSIGNALS	2008	DBLP BibTeX RDF
1	Marc Strickert, Petra Schneider, Jens Keilwagen, Thomas Villmann, Michael Biehl, Barbara Hammer	Discriminatory Data Mapping by Matrix-Based Supervised Learning Metrics.	ANNPR	2008	DBLP DOI BibTeX RDF	Supervised feature characterization, adaptive matrix metrics, attribute dependence modeling, LDA, projection pursuit
1	Erzsébet Merényi, Abha Jain, Thomas Villmann	Explicit Magnification Control of Self-Organizing Maps for "Forbidden" Data.	IEEE Transactions on Neural Networks	2007	DBLP DOI BibTeX RDF
1	Barbara Hammer, Alexander Hasenfuss, Thomas Villmann	Magnification control for batch neural gas.	Neurocomputing	2007	DBLP DOI BibTeX RDF
1	Frank-Michael Schleif, Barbara Hammer, Thomas Villmann	Margin-based active learning for LVQ networks.	Neurocomputing	2007	DBLP DOI BibTeX RDF
1	Michael Biehl, Barbara Hammer, Michel Verleysen, Thomas Villmann (eds.)	Similarity-based Clustering and its Application to Medicine and Biology, 25.03. - 30.03.2007	Similarity-based Clustering and its Application to Medicine and Biology	2007	DBLP BibTeX RDF
1	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	DBLP BibTeX RDF
1	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	DBLP BibTeX RDF
1	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	DBLP BibTeX RDF
1	Barbara Hammer, Thomas Villmann	How to process uncertainty in machine learning?.	ESANN	2007	DBLP BibTeX RDF
1	Frank-Michael Schleif, Thomas Villmann, Barbara Hammer	Analysis of Proteomic Spectral Data by Multi Resolution Analysis and Self-Organizing Maps.	WILF	2007	DBLP DOI BibTeX RDF	fuzzy visualization, clinical proteomics, spectra preprocessing, wavelet analysis, biomarker
1	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	DBLP DOI BibTeX RDF
1	Barbara Hammer, Alexander Hasenfuss, Frank-Michael Schleif, Thomas Villmann, Marc Strickert, Udo Seiffert	Intuitive Clustering of Biological Data.	IJCNN	2007	DBLP DOI BibTeX RDF
1	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	DBLP DOI BibTeX RDF	supervised neural gas, clinical proteomics, spectra preprocessing, data analysis, functional, wavelet analysis
1	Thomas Villmann, Frank-Michael Schleif, Erzsébet Merényi, Barbara Hammer	Fuzzy Labeled Self-Organizing Map for Classification of Spectra.	IWANN	2007	DBLP DOI BibTeX RDF
1	Alexander Hasenfuss, Barbara Hammer, Frank-Michael Schleif, Thomas Villmann	Neural Gas Clustering for Dissimilarity Data with Continuous Prototypes.	IWANN	2007	DBLP DOI BibTeX RDF
1	Thomas Villmann, Frank-Michael Schleif, Barbara Hammer	Comparison of relevance learning vector quantization with other metric adaptive classification methods.	Neural Networks	2006	DBLP DOI BibTeX RDF
1	Thomas Villmann, Barbara Hammer, Frank-Michael Schleif, Tina Geweniger, Wieland Hermann	Fuzzy classification by fuzzy labeled neural gas.	Neural Networks	2006	DBLP DOI BibTeX RDF
1	Marie Cottrell, Barbara Hammer, Alexander Hasenfuss, Thomas Villmann	Batch and median neural gas.	Neural Networks	2006	DBLP DOI BibTeX RDF
1	Thomas Villmann, Jens Christian Claussen	Magnification Control in Self-Organizing Maps and Neural Gas.	Neural Computation	2006	DBLP DOI BibTeX RDF
1	Marc Strickert, Udo Seiffert, Nese Sreenivasulu, Winfriede Weschke, Thomas Villmann, Barbara Hammer	Generalized relevance LVQ (GRLVQ) with correlation measures for gene expression analysis.	Neurocomputing	2006	DBLP DOI BibTeX RDF
1	Thomas Villmann, Frank-Michael Schleif, Barbara Hammer	Prototype-based fuzzy classification with local relevance for proteomics.	Neurocomputing	2006	DBLP DOI BibTeX RDF
1	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	DBLP DOI BibTeX RDF	fuzzy visualization, clinical proteomics, biomarker
1	Thomas Villmann, Barbara Hammer, Frank-Michael Schleif, Tina Geweniger, Tom Fischer, Marie Cottrell	Prototype Based Classification Using Information Theoretic Learning.	ICONIP	2006	DBLP DOI BibTeX RDF
1	Frank-Michael Schleif, Barbara Hammer, Thomas Villmann	Margin based Active Learning for LVQ Networks.	ESANN	2006	DBLP BibTeX RDF
1	Cornelia Brüß, Felix Bollenbeck, Frank-Michael Schleif, Winfriede Weschke, Thomas Villmann, Udo Seiffert	Fuzzy image segmentation with Fuzzy Labelled Neural Gas.	ESANN	2006	DBLP BibTeX RDF
1	Barbara Hammer, Alexander Hasenfuss, Thomas Villmann	Magnification control for batch neural gas.	ESANN	2006	DBLP BibTeX RDF
1	Udo Seiffert, Barbara Hammer, Samuel Kaski, Thomas Villmann	Neural networks and machine learning in bioinformatics - theory and applications.	ESANN	2006	DBLP BibTeX RDF
1	Barbara Hammer, Thomas Villmann, Frank-Michael Schleif, Cornelia Albani, Wieland Hermann	Learning Vector Quantization Classification with Local Relevance Determination for Medical Data.	ICAISC	2006	DBLP DOI BibTeX RDF
1	Thomas Villmann, Barbara Hammer, Udo Seiffert	Perspectives of Self-adapted Self-organizing Clustering in Organic Computing.	BioADIT	2006	DBLP DOI BibTeX RDF
1	Barbara Hammer, Alexander Hasenfuss, Frank-Michael Schleif, Thomas Villmann	Supervised Batch Neural Gas.	ANNPR	2006	DBLP DOI BibTeX RDF
1	Thomas Villmann, Udo Seiffert, Frank-Michael Schleif, Cornelia Brüß, Tina Geweniger, Barbara Hammer	Fuzzy Labeled Self-Organizing Map with Label-Adjusted Prototypes.	ANNPR	2006	DBLP DOI BibTeX RDF
1	Marie Cottrell, Barbara Hammer, Thomas Villmann	New Aspects in Neurocomputing.	Neurocomputing	2005	DBLP DOI BibTeX RDF
1	Jochen J. Steil, Gavin C. Cawley, Thomas Villmann	Trends in Neurocomputing at ESANN 2004.	Neurocomputing	2005	DBLP DOI BibTeX RDF
1	Jens Christian Claussen, Thomas Villmann	Magnification control in winner relaxing neural gas.	Neurocomputing	2005	DBLP DOI BibTeX RDF
1	Barbara Hammer, Marc Strickert, Thomas Villmann	Supervised Neural Gas with General Similarity Measure.	Neural Processing Letters	2005	DBLP DOI BibTeX RDF	generalized relevance LVQ, metric adaptation, neural gas, learning vector quantization
1	Barbara Hammer, Marc Strickert, Thomas Villmann	On the Generalization Ability of GRLVQ Networks.	Neural Processing Letters	2005	DBLP DOI BibTeX RDF	adaptive metric, LVQ, margin optimization, relevance LVQ, generalization bounds
1	Barbara Hammer, Thomas Villmann	Classification using non-standard metrics.	ESANN	2005	DBLP BibTeX RDF
1	Marc Strickert, Nese Sreenivasulu, Winfriede Weschke, Udo Seiffert, Thomas Villmann	Generalized Relevance LVQ with Correlation Measures for Biological Data.	ESANN	2005	DBLP BibTeX RDF
1	Barbara Hammer, Andreas Rechtien, Marc Strickert, Thomas Villmann	Relevance learning for mental disease classification.	ESANN	2005	DBLP BibTeX RDF
1	Frank-Michael Schleif, Thomas Villmann, Barbara Hammer	Local Metric Adaptation for Soft Nearest Prototype Classification to Classify Proteomic Data.	WILF	2005	DBLP DOI BibTeX RDF	metric adaptation, proteomic profiling, classification, mass spectrometry, learning vector quantization
1	Thomas Villmann, Frank-Michael Schleif, Barbara Hammer	Fuzzy Labeled Soft Nearest Neighbor Classification with Relevance Learning.	ICMLA	2005	DBLP DOI BibTeX RDF
1	Thomas Villmann, Beate Villmann, Volker Slowik	Evolutionary algorithms with neighborhood cooperativeness according to neural maps.	Neurocomputing	2004	DBLP DOI BibTeX RDF
1	Thomas Villmann	Special issue on new aspects in neurocomputing.	Neurocomputing	2004	DBLP DOI BibTeX RDF
1	Thomas Villmann, Udo Seiffert, Axel Wismüller	Theory and applications of neural maps.	ESANN	2004	DBLP BibTeX RDF
1	Barbara Hammer, Marc Strickert, Thomas Villmann	Relevance LVQ versus SVM.	ICAISC	2004	DBLP DOI BibTeX RDF

Publications of "Thomas Villmann" ( http://dblp.L3S.de/Authors/Thomas_Villmann )