@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}
}
@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}
}
@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}
}
@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}
}
@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}
}
@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}
}
@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}
}
@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}
}
@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}
}
@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}
}
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