Published in: LIPIcs, Volume 127, 22nd International Conference on Database Theory (ICDT 2019)
Lise Getoor. The Power of Relational Learning (Invited Talk). In 22nd International Conference on Database Theory (ICDT 2019). Leibniz International Proceedings in Informatics (LIPIcs), Volume 127, p. 2:1, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2019)
@InProceedings{getoor:LIPIcs.ICDT.2019.2, author = {Getoor, Lise}, title = {{The Power of Relational Learning}}, booktitle = {22nd International Conference on Database Theory (ICDT 2019)}, pages = {2:1--2:1}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-101-6}, ISSN = {1868-8969}, year = {2019}, volume = {127}, editor = {Barcelo, Pablo and Calautti, Marco}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops-dev.dagstuhl.de/entities/document/10.4230/LIPIcs.ICDT.2019.2}, URN = {urn:nbn:de:0030-drops-103048}, doi = {10.4230/LIPIcs.ICDT.2019.2}, annote = {Keywords: Machine learning, Probabilistic soft logic, Relational model} }
Published in: Dagstuhl Seminar Proceedings, Volume 7161, Probabilistic, Logical and Relational Learning - A Further Synthesis (2008)
Luc De Raedt, Thomas Dietterich, Lise Getoor, Kristian Kersting, and Stephen H. Muggleton. 07161 Abstracts Collection – Probabilistic, Logical and Relational Learning - A Further Synthesis. In Probabilistic, Logical and Relational Learning - A Further Synthesis. Dagstuhl Seminar Proceedings, Volume 7161, pp. 1-21, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2008)
@InProceedings{deraedt_et_al:DagSemProc.07161.1, author = {De Raedt, Luc and Dietterich, Thomas and Getoor, Lise and Kersting, Kristian and Muggleton, Stephen H.}, title = {{07161 Abstracts Collection – Probabilistic, Logical and Relational Learning - A Further Synthesis}}, booktitle = {Probabilistic, Logical and Relational Learning - A Further Synthesis}, pages = {1--21}, 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-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07161.1}, URN = {urn:nbn:de:0030-drops-13885}, doi = {10.4230/DagSemProc.07161.1}, annote = {Keywords: Artificial Intelligence, Uncertainty in AI, Probabilistic Reasoning, Knowledge Representation, Logic Programming, Relational Learning, Inductive Logic Programming, Graphical Models, Statistical Relational Learning, First-Order Logical and Relational Probabilistic Languages} }
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-dev.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 7161, Probabilistic, Logical and Relational Learning - A Further Synthesis (2008)
Sriraam Natarajan, Prasad Tadepalli, and Alan Fern. Exploiting prior knowledge in Intelligent Assistants - Combining relational models with hierarchies. In Probabilistic, Logical and Relational Learning - A Further Synthesis. Dagstuhl Seminar Proceedings, Volume 7161, pp. 1-2, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2008)
@InProceedings{natarajan_et_al:DagSemProc.07161.3, author = {Natarajan, Sriraam and Tadepalli, Prasad and Fern, Alan}, title = {{Exploiting prior knowledge in Intelligent Assistants - Combining relational models with hierarchies}}, booktitle = {Probabilistic, Logical and Relational Learning - A Further Synthesis}, pages = {1--2}, 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-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07161.3}, URN = {urn:nbn:de:0030-drops-13856}, doi = {10.4230/DagSemProc.07161.3}, annote = {Keywords: Statistical Relational Learning, Intelligent Assistants} }
Published in: Dagstuhl Seminar Proceedings, Volume 7161, Probabilistic, Logical and Relational Learning - A Further Synthesis (2008)
Ashwin Deshpande, Brian Milch, Luke S. Zettlemoyer, and Leslie Pack Kaelbling. Learning Probabilistic Relational Dynamics for Multiple Tasks. In Probabilistic, Logical and Relational Learning - A Further Synthesis. Dagstuhl Seminar Proceedings, Volume 7161, pp. 1-10, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2008)
@InProceedings{deshpande_et_al:DagSemProc.07161.4, author = {Deshpande, Ashwin and Milch, Brian and Zettlemoyer, Luke S. and Kaelbling, Leslie Pack}, title = {{Learning Probabilistic Relational Dynamics for Multiple Tasks}}, booktitle = {Probabilistic, Logical and Relational Learning - A Further Synthesis}, pages = {1--10}, 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-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07161.4}, URN = {urn:nbn:de:0030-drops-13846}, doi = {10.4230/DagSemProc.07161.4}, annote = {Keywords: Hierarchical Bayesian models, transfer learning, multi-task learning, probabilistic planning rules} }
Published in: Dagstuhl Seminar Proceedings, Volume 7161, Probabilistic, Logical and Relational Learning - A Further Synthesis (2008)
Luke S. Zettlemoyer, Hanna M. Pasula, and Leslie Pack Kaelbling. Logical Particle Filtering. In Probabilistic, Logical and Relational Learning - A Further Synthesis. Dagstuhl Seminar Proceedings, Volume 7161, pp. 1-14, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2008)
@InProceedings{zettlemoyer_et_al:DagSemProc.07161.5, author = {Zettlemoyer, Luke S. and Pasula, Hanna M. and Pack Kaelbling, Leslie}, title = {{Logical Particle Filtering}}, booktitle = {Probabilistic, Logical and Relational Learning - A Further Synthesis}, pages = {1--14}, 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-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07161.5}, URN = {urn:nbn:de:0030-drops-13792}, doi = {10.4230/DagSemProc.07161.5}, annote = {Keywords: Particle filter, logical hidden Markov model} }
Published in: Dagstuhl Seminar Proceedings, Volume 7161, Probabilistic, Logical and Relational Learning - A Further Synthesis (2008)
Pedro Domingos and Parag Singla. Markov Logic in Infinite Domains. In Probabilistic, Logical and Relational Learning - A Further Synthesis. Dagstuhl Seminar Proceedings, Volume 7161, pp. 1-16, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2008)
@InProceedings{domingos_et_al:DagSemProc.07161.6, author = {Domingos, Pedro and Singla, Parag}, title = {{Markov Logic in Infinite Domains}}, booktitle = {Probabilistic, Logical and Relational Learning - A Further Synthesis}, pages = {1--16}, 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-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07161.6}, URN = {urn:nbn:de:0030-drops-13811}, doi = {10.4230/DagSemProc.07161.6}, annote = {Keywords: Markov logic networks, Gibbs measures, first-order logic, infinite probabilistic models, Markov networks} }
Published in: Dagstuhl Seminar Proceedings, Volume 7161, Probabilistic, Logical and Relational Learning - A Further Synthesis (2008)
James Cussens. Model equivalence of PRISM programs. In Probabilistic, Logical and Relational Learning - A Further Synthesis. Dagstuhl Seminar Proceedings, Volume 7161, pp. 1-21, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2008)
@InProceedings{cussens:DagSemProc.07161.7, author = {Cussens, James}, title = {{Model equivalence of PRISM programs}}, booktitle = {Probabilistic, Logical and Relational Learning - A Further Synthesis}, pages = {1--21}, 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-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07161.7}, URN = {urn:nbn:de:0030-drops-13808}, doi = {10.4230/DagSemProc.07161.7}, annote = {Keywords: PRISM programs, model equivalence, model inclusion, algebraic statistics, algebraic geometry, ideals, varieties, Gr"\{o\}bner bases, polynomials} }
Published in: Dagstuhl Seminar Proceedings, Volume 7161, Probabilistic, Logical and Relational Learning - A Further Synthesis (2008)
Peter Flach and Edson Matsubara. On classification, ranking, and probability estimation. In Probabilistic, Logical and Relational Learning - A Further Synthesis. Dagstuhl Seminar Proceedings, Volume 7161, pp. 1-10, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2008)
@InProceedings{flach_et_al:DagSemProc.07161.8, author = {Flach, Peter and Matsubara, Edson}, title = {{On classification, ranking, and probability estimation}}, booktitle = {Probabilistic, Logical and Relational Learning - A Further Synthesis}, pages = {1--10}, 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-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07161.8}, URN = {urn:nbn:de:0030-drops-13828}, doi = {10.4230/DagSemProc.07161.8}, annote = {Keywords: Ranking, probability estimation, ROC analysis, calibration} }
Published in: Dagstuhl Seminar Proceedings, Volume 7161, Probabilistic, Logical and Relational Learning - A Further Synthesis (2008)
Nicolas Baskiotis and Michele Sebag. Structural Sampling for Statistical Software Testing. In Probabilistic, Logical and Relational Learning - A Further Synthesis. Dagstuhl Seminar Proceedings, Volume 7161, pp. 1-13, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2008)
@InProceedings{baskiotis_et_al:DagSemProc.07161.9, author = {Baskiotis, Nicolas and Sebag, Michele}, title = {{Structural Sampling for Statistical Software Testing}}, booktitle = {Probabilistic, Logical and Relational Learning - A Further Synthesis}, pages = {1--13}, 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-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07161.9}, URN = {urn:nbn:de:0030-drops-13875}, doi = {10.4230/DagSemProc.07161.9}, annote = {Keywords: Active Relational Learning, Software Testing, Autonomic Computing, Parikh Maps} }
Published in: Dagstuhl Seminar Proceedings, Volume 7161, Probabilistic, Logical and Relational Learning - A Further Synthesis (2008)
Taisuke Sato, Yoshitaka Kameya, and Kenichi Kurihara. Variational Bayes via Propositionalization. In Probabilistic, Logical and Relational Learning - A Further Synthesis. Dagstuhl Seminar Proceedings, Volume 7161, pp. 1-8, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2008)
@InProceedings{sato_et_al:DagSemProc.07161.10, author = {Sato, Taisuke and Kameya, Yoshitaka and Kurihara, Kenichi}, title = {{Variational Bayes via Propositionalization}}, booktitle = {Probabilistic, Logical and Relational Learning - A Further Synthesis}, pages = {1--8}, 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-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.07161.10}, URN = {urn:nbn:de:0030-drops-13860}, doi = {10.4230/DagSemProc.07161.10}, annote = {Keywords: Variational Bayes, propositionalized probability computation, PRISM} }
Published in: Dagstuhl Seminar Proceedings, Volume 5051, Probabilistic, Logical and Relational Learning - Towards a Synthesis (2006)
Luc De Raedt, Tom Dietterich, Lise Getoor, and Stephen H. Muggleton. 05051 Abstracts Collection – Probabilistic, Logical and Relational Learning - Towards a Synthesis. In Probabilistic, Logical and Relational Learning - Towards a Synthesis. Dagstuhl Seminar Proceedings, Volume 5051, pp. 1-27, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2006)
@InProceedings{deraedt_et_al:DagSemProc.05051.1, author = {De Raedt, Luc and Dietterich, Tom and Getoor, Lise and Muggleton, Stephen H.}, title = {{05051 Abstracts Collection – Probabilistic, Logical and Relational Learning - Towards a Synthesis}}, booktitle = {Probabilistic, Logical and Relational Learning - Towards a Synthesis}, pages = {1--27}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2006}, volume = {5051}, editor = {Luc De Raedt and Thomas Dietterich and Lise Getoor and Stephen H. Muggleton}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.05051.1}, URN = {urn:nbn:de:0030-drops-4303}, doi = {10.4230/DagSemProc.05051.1}, annote = {Keywords: Statistical relational learning, probabilistic logic learning, inductive logic programming, knowledge representation, machine learning, uncertainty in artificial intelligence} }
Published in: Dagstuhl Seminar Proceedings, Volume 5051, Probabilistic, Logical and Relational Learning - Towards a Synthesis (2006)
Nicos Angelopoulos and James Cussens. Exploiting independence for branch operations in Bayesian learning of C&RTs. In Probabilistic, Logical and Relational Learning - Towards a Synthesis. Dagstuhl Seminar Proceedings, Volume 5051, pp. 1-8, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2006)
@InProceedings{angelopoulos_et_al:DagSemProc.05051.6, author = {Angelopoulos, Nicos and Cussens, James}, title = {{Exploiting independence for branch operations in Bayesian learning of C\&RTs}}, booktitle = {Probabilistic, Logical and Relational Learning - Towards a Synthesis}, pages = {1--8}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2006}, volume = {5051}, editor = {Luc De Raedt and Thomas Dietterich and Lise Getoor and Stephen H. Muggleton}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.05051.6}, URN = {urn:nbn:de:0030-drops-4157}, doi = {10.4230/DagSemProc.05051.6}, annote = {Keywords: Bayesian machine learning, classification and regression trees, stochastic logic programs} }
Published in: Dagstuhl Seminar Proceedings, Volume 5051, Probabilistic, Logical and Relational Learning - Towards a Synthesis (2006)
Luc De Raedt, Tom Dietterich, Lise Getoor, and Stephen H. Muggleton. 05051 Executive Summary – Probabilistic, Logical and Relational Learning - Towards a Synthesis. In Probabilistic, Logical and Relational Learning - Towards a Synthesis. Dagstuhl Seminar Proceedings, Volume 5051, pp. 1-5, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2006)
@InProceedings{deraedt_et_al:DagSemProc.05051.2, author = {De Raedt, Luc and Dietterich, Tom and Getoor, Lise and Muggleton, Stephen H.}, title = {{05051 Executive Summary – Probabilistic, Logical and Relational Learning - Towards a Synthesis}}, booktitle = {Probabilistic, Logical and Relational Learning - Towards a Synthesis}, pages = {1--5}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2006}, volume = {5051}, editor = {Luc De Raedt and Thomas Dietterich and Lise Getoor and Stephen H. Muggleton}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.05051.2}, URN = {urn:nbn:de:0030-drops-4121}, doi = {10.4230/DagSemProc.05051.2}, annote = {Keywords: Reasoning about Uncertainty, Relational and Logical Represenations, Statistical Relational Learning, Inductive Lgoic Programmign} }
Published in: Dagstuhl Seminar Proceedings, Volume 5051, Probabilistic, Logical and Relational Learning - Towards a Synthesis (2006)
John W. Lloyd and Tim D. Sears. An Architecture for Rational Agents. In Probabilistic, Logical and Relational Learning - Towards a Synthesis. Dagstuhl Seminar Proceedings, Volume 5051, pp. 1-16, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2006)
@InProceedings{lloyd_et_al:DagSemProc.05051.3, author = {Lloyd, John W. and Sears, Tim D.}, title = {{An Architecture for Rational Agents}}, booktitle = {Probabilistic, Logical and Relational Learning - Towards a Synthesis}, pages = {1--16}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2006}, volume = {5051}, editor = {Luc De Raedt and Thomas Dietterich and Lise Getoor and Stephen H. Muggleton}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops-dev.dagstuhl.de/entities/document/10.4230/DagSemProc.05051.3}, URN = {urn:nbn:de:0030-drops-4192}, doi = {10.4230/DagSemProc.05051.3}, annote = {Keywords: Rational agent, agent architecture, belief base, Bayesian networks} }
Feedback for Dagstuhl Publishing