Published in: Dagstuhl Reports, Volume 14, Issue 5 (2024)
Barbara Hammer, Filip Ilievski, Sascha Saralajew, and Frank van Harmelen. Generalization by People and Machines (Dagstuhl Seminar 24192). In Dagstuhl Reports, Volume 14, Issue 5, pp. 1-11, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2024)
@Article{hammer_et_al:DagRep.14.5.1, author = {Hammer, Barbara and Ilievski, Filip and Saralajew, Sascha and van Harmelen, Frank}, title = {{Generalization by People and Machines (Dagstuhl Seminar 24192)}}, pages = {1--11}, journal = {Dagstuhl Reports}, ISSN = {2192-5283}, year = {2024}, volume = {14}, number = {5}, editor = {Hammer, Barbara and Ilievski, Filip and Saralajew, Sascha and van Harmelen, Frank}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagRep.14.5.1}, URN = {urn:nbn:de:0030-drops-222682}, doi = {10.4230/DagRep.14.5.1}, annote = {Keywords: Abstraction, Cognitive Science, Generalization, Human-AI Teaming, Interpretable Machine Learning, Neuro-Symbolic AI} }
Published in: Dagstuhl Reports, Volume 1, Issue 8 (2011)
Michael Biehl, Barbara Hammer, Erzsébet Merényi, Alessandro Sperduti, and Thomas Villman. Learning in the context of very high dimensional data (Dagstuhl Seminar 11341). In Dagstuhl Reports, Volume 1, Issue 8, pp. 67-95, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2011)
@Article{biehl_et_al:DagRep.1.8.67, author = {Biehl, Michael and Hammer, Barbara and Mer\'{e}nyi, Erzs\'{e}bet and Sperduti, Alessandro and Villman, Thomas}, title = {{Learning in the context of very high dimensional data (Dagstuhl Seminar 11341)}}, pages = {67--95}, journal = {Dagstuhl Reports}, ISSN = {2192-5283}, year = {2011}, volume = {1}, number = {8}, editor = {Biehl, Michael and Hammer, Barbara and Mer\'{e}nyi, Erzs\'{e}bet and Sperduti, Alessandro and Villman, Thomas}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagRep.1.8.67}, URN = {urn:nbn:de:0030-drops-33125}, doi = {10.4230/DagRep.1.8.67}, annote = {Keywords: Curse of dimensionality, Dimensionality reduction, Regularization Deep learning, Visualization} }
Published in: Dagstuhl Seminar Proceedings, Volume 10302, Learning paradigms in dynamic environments (2010)
Barbara Hammer, Pascal Hitzler, Wolfgang Maass, and Marc Toussaint. 10302 Abstracts Collection – Learning paradigms in dynamic environments. In Learning paradigms in dynamic environments. Dagstuhl Seminar Proceedings, Volume 10302, pp. 1-15, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2010)
@InProceedings{hammer_et_al:DagSemProc.10302.1, author = {Hammer, Barbara and Hitzler, Pascal and Maass, Wolfgang and Toussaint, Marc}, title = {{10302 Abstracts Collection – Learning paradigms in dynamic environments}}, booktitle = {Learning paradigms in dynamic environments}, pages = {1--15}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2010}, volume = {10302}, editor = {Barbara Hammer and Pascal Hitzler and Wolfgang Maass and Marc Toussaint}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.10302.1}, URN = {urn:nbn:de:0030-drops-28048}, doi = {10.4230/DagSemProc.10302.1}, annote = {Keywords: Recurrent neural networks, Dynamic systems, Speech processing, Neurobiology, Neural-symbolic integration, Autonomous learning} }
Published in: Dagstuhl Seminar Proceedings, Volume 10302, Learning paradigms in dynamic environments (2010)
Barbara Hammer, Pascal Hitzler, Wolfgang Maass, and Marc Toussaint. 10302 Summary – Learning paradigms in dynamic environments. In Learning paradigms in dynamic environments. Dagstuhl Seminar Proceedings, Volume 10302, pp. 1-4, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2010)
@InProceedings{hammer_et_al:DagSemProc.10302.2, author = {Hammer, Barbara and Hitzler, Pascal and Maass, Wolfgang and Toussaint, Marc}, title = {{10302 Summary – Learning paradigms in dynamic environments}}, booktitle = {Learning paradigms in dynamic environments}, pages = {1--4}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2010}, volume = {10302}, editor = {Barbara Hammer and Pascal Hitzler and Wolfgang Maass and Marc Toussaint}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.10302.2}, URN = {urn:nbn:de:0030-drops-28027}, doi = {10.4230/DagSemProc.10302.2}, annote = {Keywords: Summary} }
Published in: Dagstuhl Seminar Proceedings, Volume 10302, Learning paradigms in dynamic environments (2010)
Barbara Hammer, Kerstin Bunte, and Michael Biehl. Some steps towards a general principle for dimensionality reduction mappings. In Learning paradigms in dynamic environments. Dagstuhl Seminar Proceedings, Volume 10302, pp. 1-15, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2010)
@InProceedings{hammer_et_al:DagSemProc.10302.5, author = {Hammer, Barbara and Bunte, Kerstin and Biehl, Michael}, title = {{Some steps towards a general principle for dimensionality reduction mappings}}, booktitle = {Learning paradigms in dynamic environments}, pages = {1--15}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2010}, volume = {10302}, editor = {Barbara Hammer and Pascal Hitzler and Wolfgang Maass and Marc Toussaint}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.10302.5}, URN = {urn:nbn:de:0030-drops-28034}, doi = {10.4230/DagSemProc.10302.5}, annote = {Keywords: Visualization, dimensionality reduction} }
Published in: Dagstuhl Seminar Proceedings, Volume 9081, Similarity-based learning on structures (2009)
Michael Biehl, Barbara Hammer, Sepp Hochreiter, Stefan C. Kremer, and Thomas Villmann. 09081 Abstracts Collection – Similarity-based learning on structures. In Similarity-based learning on structures. Dagstuhl Seminar Proceedings, Volume 9081, pp. 1-15, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2009)
@InProceedings{biehl_et_al:DagSemProc.09081.1, author = {Biehl, Michael and Hammer, Barbara and Hochreiter, Sepp and Kremer, Stefan C. and Villmann, Thomas}, title = {{09081 Abstracts Collection – Similarity-based learning on structures}}, booktitle = {Similarity-based learning on structures}, pages = {1--15}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2009}, volume = {9081}, editor = {Michael Biehl and Barbara Hammer and Sepp Hochreiter and Stefan C. Kremer and Thomas Villmann}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.09081.1}, URN = {urn:nbn:de:0030-drops-20395}, doi = {10.4230/DagSemProc.09081.1}, annote = {Keywords: Similarity-based clustering and classification, metric adaptation and kernel design, learning on graphs, spatiotemporal data} }
Published in: Dagstuhl Seminar Proceedings, Volume 9081, Similarity-based learning on structures (2009)
Michael Biehl, Barbara Hammer, Sepp Hochreiter, Stefan C. Kremer, and Thomas Villmann. 09081 Summary – Similarity-based learning on structures. In Similarity-based learning on structures. Dagstuhl Seminar Proceedings, Volume 9081, pp. 1-4, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2009)
@InProceedings{biehl_et_al:DagSemProc.09081.2, author = {Biehl, Michael and Hammer, Barbara and Hochreiter, Sepp and Kremer, Stefan C. and Villmann, Thomas}, title = {{09081 Summary – Similarity-based learning on structures}}, booktitle = {Similarity-based learning on structures}, pages = {1--4}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2009}, volume = {9081}, editor = {Michael Biehl and Barbara Hammer and Sepp Hochreiter and Stefan C. Kremer and Thomas Villmann}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.09081.2}, URN = {urn:nbn:de:0030-drops-20382}, doi = {10.4230/DagSemProc.09081.2}, annote = {Keywords: Similarity-based clustering and classification, metric adaptation and kernel design, learning on graphs, spatiotemporal data} }
Published in: Dagstuhl Seminar Proceedings, Volume 8041, Recurrent Neural Networks- Models, Capacities, and Applications (2008)
Luc De Raedt, Barbara Hammer, Pascal Hitzler, and Wolfgang Maass. 08041 Abstracts Collection – Recurrent Neural Networks - Models, Capacities, and Applications. In Recurrent Neural Networks- Models, Capacities, and Applications. Dagstuhl Seminar Proceedings, Volume 8041, pp. 1-16, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2008)
@InProceedings{deraedt_et_al:DagSemProc.08041.1, author = {De Raedt, Luc and Hammer, Barbara and Hitzler, Pascal and Maass, Wolfgang}, title = {{08041 Abstracts Collection – Recurrent Neural Networks - Models, Capacities, and Applications}}, booktitle = {Recurrent Neural Networks- Models, Capacities, and Applications}, pages = {1--16}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2008}, volume = {8041}, editor = {Luc De Raedt and Barbara Hammer and Pascal Hitzler and Wolfgang Maass}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.08041.1}, URN = {urn:nbn:de:0030-drops-14250}, doi = {10.4230/DagSemProc.08041.1}, annote = {Keywords: Recurrent Neural Networks, Neural-Symbolic Integration, Biological Models, Hybrid Models, Relational Learning Echo State Networks, Spike Prediction, Unsupervised Recurrent Networks} }
Published in: Dagstuhl Seminar Proceedings, Volume 8041, Recurrent Neural Networks- Models, Capacities, and Applications (2008)
Luc De Raedt, Barbara Hammer, Pascal Hitzler, and Wolfgang Maass. 08041 Summary – Recurrent Neural Networks - Models, Capacities, and Applications. In Recurrent Neural Networks- Models, Capacities, and Applications. Dagstuhl Seminar Proceedings, Volume 8041, pp. 1-4, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2008)
@InProceedings{deraedt_et_al:DagSemProc.08041.2, author = {De Raedt, Luc and Hammer, Barbara and Hitzler, Pascal and Maass, Wolfgang}, title = {{08041 Summary – Recurrent Neural Networks - Models, Capacities, and Applications}}, booktitle = {Recurrent Neural Networks- Models, Capacities, and Applications}, pages = {1--4}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2008}, volume = {8041}, editor = {Luc De Raedt and Barbara Hammer and Pascal Hitzler and Wolfgang Maass}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.08041.2}, URN = {urn:nbn:de:0030-drops-14243}, doi = {10.4230/DagSemProc.08041.2}, annote = {Keywords: Recurrent networks} }
Published in: Dagstuhl Seminar Proceedings, Volume 7161, Probabilistic, Logical and Relational Learning - A Further Synthesis (2008)
Barbara Hammer, Alessio Micheli, and Alessandro Sperduti. A general framework for unsupervised preocessing of structured data. In Probabilistic, Logical and Relational Learning - A Further Synthesis. Dagstuhl Seminar Proceedings, Volume 7161, pp. 1-6, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2008)
@InProceedings{hammer_et_al:DagSemProc.07161.2, author = {Hammer, Barbara and Micheli, Alessio and Sperduti, Alessandro}, title = {{A general framework for unsupervised preocessing of structured data}}, booktitle = {Probabilistic, Logical and Relational Learning - A Further Synthesis}, pages = {1--6}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2008}, volume = {7161}, editor = {Luc de Raedt and Thomas Dietterich and Lise Getoor and Kristian Kersting and Stephen H. Muggleton}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.07161.2}, URN = {urn:nbn:de:0030-drops-13837}, doi = {10.4230/DagSemProc.07161.2}, annote = {Keywords: Relational clustering, median clustering, recursive SOM models, kernel SOM} }
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.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)
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.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.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.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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