Published in: Dagstuhl Reports, Volume 5, Issue 3 (2015)
Daniel A. Keim, Tamara Munzner, Fabrice Rossi, and Michael Verleysen. Bridging Information Visualization with Machine Learning (Dagstuhl Seminar 15101). In Dagstuhl Reports, Volume 5, Issue 3, pp. 1-27, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2015)
@Article{keim_et_al:DagRep.5.3.1, author = {Keim, Daniel A. and Munzner, Tamara and Rossi, Fabrice and Verleysen, Michael}, title = {{Bridging Information Visualization with Machine Learning (Dagstuhl Seminar 15101)}}, pages = {1--27}, journal = {Dagstuhl Reports}, ISSN = {2192-5283}, year = {2015}, volume = {5}, number = {3}, editor = {Keim, Daniel A. and Munzner, Tamara and Rossi, Fabrice and Verleysen, Michael}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops-dev.dagstuhl.de/entities/document/10.4230/DagRep.5.3.1}, URN = {urn:nbn:de:0030-drops-52665}, doi = {10.4230/DagRep.5.3.1}, annote = {Keywords: Information visualization, Machine learning, Visual data mining, Exploratory data analysis} }
Published in: Dagstuhl Seminar Proceedings, Volume 7131, Similarity-based Clustering and its Application to Medicine and Biology (2007)
Frank Michael Schleif. Advances in pre-processing and model generation for mass spectrometric data analysis. In Similarity-based Clustering and its Application to Medicine and Biology. Dagstuhl Seminar Proceedings, Volume 7131, pp. 1-24, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2007)
@InProceedings{schleif:DagSemProc.07131.3, author = {Schleif, Frank Michael}, title = {{Advances in pre-processing and model generation for mass spectrometric data analysis}}, booktitle = {Similarity-based Clustering and its Application to Medicine and Biology}, pages = {1--24}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2007}, volume = {7131}, editor = {Michael Biehl and Barbara Hammer and Michel Verleysen and Thomas Villmann}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07131.3}, URN = {urn:nbn:de:0030-drops-11329}, doi = {10.4230/DagSemProc.07131.3}, annote = {Keywords: Similarity measures, functional data, proteomics, mass spectrometry, pre-processing,wavelet analysis, generalized peak list} }
Published in: Dagstuhl Seminar Proceedings, Volume 7131, Similarity-based Clustering and its Application to Medicine and Biology (2007)
Marc Strickert and Udo Seiffert. Correlation-based Data Representation. In Similarity-based Clustering and its Application to Medicine and Biology. Dagstuhl Seminar Proceedings, Volume 7131, pp. 1-16, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2007)
@InProceedings{strickert_et_al:DagSemProc.07131.4, author = {Strickert, Marc and Seiffert, Udo}, title = {{Correlation-based Data Representation}}, booktitle = {Similarity-based Clustering and its Application to Medicine and Biology}, pages = {1--16}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2007}, volume = {7131}, editor = {Michael Biehl and Barbara Hammer and Michel Verleysen and Thomas Villmann}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07131.4}, URN = {urn:nbn:de:0030-drops-11347}, doi = {10.4230/DagSemProc.07131.4}, annote = {Keywords: Correlation, data representation, gradient-based optimization, clustering, neural gas} }
Published in: Dagstuhl Seminar Proceedings, Volume 7131, Similarity-based Clustering and its Application to Medicine and Biology (2007)
Aree Witoelar, Michael Biehl, and Barbara Hammer. Learning Vector Quantization: generalization ability and dynamics of competing prototypes. In Similarity-based Clustering and its Application to Medicine and Biology. Dagstuhl Seminar Proceedings, Volume 7131, pp. 1-11, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2007)
@InProceedings{witoelar_et_al:DagSemProc.07131.5, author = {Witoelar, Aree and Biehl, Michael and Hammer, Barbara}, title = {{Learning Vector Quantization: generalization ability and dynamics of competing prototypes}}, booktitle = {Similarity-based Clustering and its Application to Medicine and Biology}, pages = {1--11}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2007}, volume = {7131}, editor = {Michael Biehl and Barbara Hammer and Michel Verleysen and Thomas Villmann}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07131.5}, URN = {urn:nbn:de:0030-drops-11311}, doi = {10.4230/DagSemProc.07131.5}, annote = {Keywords: Online learning, learning vector quantization} }
Published in: Dagstuhl Seminar Proceedings, Volume 7131, Similarity-based Clustering and its Application to Medicine and Biology (2007)
Petra Schneider. Relevance Matrices in LVQ. In Similarity-based Clustering and its Application to Medicine and Biology. Dagstuhl Seminar Proceedings, Volume 7131, pp. 1-6, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2007)
@InProceedings{schneider:DagSemProc.07131.7, author = {Schneider, Petra}, title = {{Relevance Matrices in LVQ}}, booktitle = {Similarity-based Clustering and its Application to Medicine and Biology}, pages = {1--6}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2007}, volume = {7131}, editor = {Michael Biehl and Barbara Hammer and Michel Verleysen and Thomas Villmann}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07131.7}, URN = {urn:nbn:de:0030-drops-11332}, doi = {10.4230/DagSemProc.07131.7}, annote = {Keywords: Learning Vector Quantization, Relevance Learning, adaptive distance measure} }
Published in: Dagstuhl Seminar Proceedings, Volume 7131, Similarity-based Clustering and its Application to Medicine and Biology (2007)
Michael Biehl, Barbara Hammer, Michel Verleysen, and Thomas Villmann. 07131 Abstracts Collection – Similarity-based Clustering and its Application to Medicine and Biology. In Similarity-based Clustering and its Application to Medicine and Biology. Dagstuhl Seminar Proceedings, Volume 7131, pp. 1-12, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2007)
@InProceedings{biehl_et_al:DagSemProc.07131.1, author = {Biehl, Michael and Hammer, Barbara and Verleysen, Michel and Villmann, Thomas}, title = {{07131 Abstracts Collection – Similarity-based Clustering and its Application to Medicine and Biology}}, booktitle = {Similarity-based Clustering and its Application to Medicine and Biology}, pages = {1--12}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2007}, volume = {7131}, editor = {Michael Biehl and Barbara Hammer and Michel Verleysen and Thomas Villmann}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07131.1}, URN = {urn:nbn:de:0030-drops-11190}, doi = {10.4230/DagSemProc.07131.1}, annote = {Keywords: Similarity-based clustering and classification, prototype-based classifiers, self-organisation, SOM, learning vector quantization, medical diagnosis, bioinformatics} }
Published in: Dagstuhl Seminar Proceedings, Volume 7131, Similarity-based Clustering and its Application to Medicine and Biology (2007)
Michael Biehl, Barbara Hammer, Michel Verleysen, and Thomas Villmann. 07131 Summary – Similarity-based Clustering and its Application to Medicine and Biology. In Similarity-based Clustering and its Application to Medicine and Biology. Dagstuhl Seminar Proceedings, Volume 7131, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2007)
@InProceedings{biehl_et_al:DagSemProc.07131.2, author = {Biehl, Michael and Hammer, Barbara and Verleysen, Michel and Villmann, Thomas}, title = {{07131 Summary – Similarity-based Clustering and its Application to Medicine and Biology}}, booktitle = {Similarity-based Clustering and its Application to Medicine and Biology}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2007}, volume = {7131}, editor = {Michael Biehl and Barbara Hammer and Michel Verleysen and Thomas Villmann}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07131.2}, URN = {urn:nbn:de:0030-drops-11177}, doi = {10.4230/DagSemProc.07131.2}, annote = {Keywords: Clustering, bioinformatics, medicine} }
Published in: Dagstuhl Seminar Proceedings, Volume 7131, Similarity-based Clustering and its Application to Medicine and Biology (2007)
Barbara Hammer and Alexander Hasenfuss. Relational Clustering. In Similarity-based Clustering and its Application to Medicine and Biology. Dagstuhl Seminar Proceedings, Volume 7131, pp. 1-15, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2007)
@InProceedings{hammer_et_al:DagSemProc.07131.6, author = {Hammer, Barbara and Hasenfuss, Alexander}, title = {{Relational Clustering}}, booktitle = {Similarity-based Clustering and its Application to Medicine and Biology}, pages = {1--15}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2007}, volume = {7131}, editor = {Michael Biehl and Barbara Hammer and Michel Verleysen and Thomas Villmann}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07131.6}, URN = {urn:nbn:de:0030-drops-11182}, doi = {10.4230/DagSemProc.07131.6}, annote = {Keywords: Neural gas, dissimilarity data} }
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