@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} } @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} } @InProceedings{davilagarcez:DagSemProc.10302.3, author = {d'Avila Garcez, Artur S.}, title = {{Neurons and Symbols: A Manifesto}}, booktitle = {Learning paradigms in dynamic environments}, pages = {1--16}, 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.10302.3}, URN = {urn:nbn:de:0030-drops-28005}, doi = {10.4230/DagSemProc.10302.3}, annote = {Keywords: Neuro-symbolic systems, cognitive models, machine learning} } @InProceedings{tino:DagSemProc.10302.4, author = {Tino, Peter}, title = {{One-shot Learning of Poisson Distributions in fast changing environments}}, booktitle = {Learning paradigms in dynamic environments}, pages = {1--9}, 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.10302.4}, URN = {urn:nbn:de:0030-drops-27998}, doi = {10.4230/DagSemProc.10302.4}, annote = {Keywords: Audic-Claverie statistic, Bayesian averaging, information theory, one-shot learning, Poisson distribution} } @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} } @InProceedings{toussaint:DagSemProc.10302.6, author = {Toussaint, Marc}, title = {{Why deterministic logic is hard to learn but Statistical Relational Learning works}}, booktitle = {Learning paradigms in dynamic environments}, pages = {1--2}, 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.10302.6}, URN = {urn:nbn:de:0030-drops-28014}, doi = {10.4230/DagSemProc.10302.6}, annote = {Keywords: Statistical relational learning, relational model-based Reinforcement Learning} }