@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.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}
}
@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.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}
}
@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.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}
}
@InProceedings{milch_et_al:DagSemProc.05051.4,
author = {Milch, Brian and Marthi, Bhaskara and Russell, Stuart and Sontag, David and Ong, Daniel L. and Kolobov, Andrey},
title = {{BLOG: Probabilistic Models with Unknown Objects}},
booktitle = {Probabilistic, Logical and Relational Learning - Towards a Synthesis},
pages = {1--6},
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.dagstuhl.de/entities/document/10.4230/DagSemProc.05051.4},
URN = {urn:nbn:de:0030-drops-4169},
doi = {10.4230/DagSemProc.05051.4},
annote = {Keywords: Knowledge representation, probability, first-order logic, identity uncertainty, unknown objects}
}
@InProceedings{gyftodimos_et_al:DagSemProc.05051.5,
author = {Gyftodimos, Elias and Flach, Peter A.},
title = {{Combining Bayesian Networks with Higher-Order Data Representations}},
booktitle = {Probabilistic, Logical and Relational Learning - Towards a Synthesis},
pages = {1--10},
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.dagstuhl.de/entities/document/10.4230/DagSemProc.05051.5},
URN = {urn:nbn:de:0030-drops-4139},
doi = {10.4230/DagSemProc.05051.5},
annote = {Keywords: Probabilistic reasoning, graphical models}
}
@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.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}
}
@InProceedings{jaeger:DagSemProc.05051.7,
author = {Jaeger, Manfred},
title = {{Importance Sampling on Relational Bayesian Networks}},
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.dagstuhl.de/entities/document/10.4230/DagSemProc.05051.7},
URN = {urn:nbn:de:0030-drops-4116},
doi = {10.4230/DagSemProc.05051.7},
annote = {Keywords: Relational models, Importance Sampling}
}
@InProceedings{passerini_et_al:DagSemProc.05051.8,
author = {Passerini, Andrea and Frasconi, Paolo and De Raedt, Luc},
title = {{Kernels on Prolog Proof Trees:Statistical Learning in the ILP Setting}},
booktitle = {Probabilistic, Logical and Relational Learning - Towards a Synthesis},
pages = {1--20},
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.dagstuhl.de/entities/document/10.4230/DagSemProc.05051.8},
URN = {urn:nbn:de:0030-drops-4171},
doi = {10.4230/DagSemProc.05051.8},
annote = {Keywords: Proof Trees, Logic Kernels, Learning from Traces}
}
@InProceedings{sato_et_al:DagSemProc.05051.9,
author = {Sato, Taisuke and Kameya, Yoshitaka},
title = {{Learning through failure}},
booktitle = {Probabilistic, Logical and Relational Learning - Towards a Synthesis},
pages = {1--6},
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.dagstuhl.de/entities/document/10.4230/DagSemProc.05051.9},
URN = {urn:nbn:de:0030-drops-4185},
doi = {10.4230/DagSemProc.05051.9},
annote = {Keywords: Program transformation, failure, generative modeling}
}
@InProceedings{neville_et_al:DagSemProc.05051.10,
author = {Neville, Jennifer and Jensen, David},
title = {{Leveraging relational autocorrelation with latent group models}},
booktitle = {Probabilistic, Logical and Relational Learning - Towards a Synthesis},
pages = {1--14},
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.dagstuhl.de/entities/document/10.4230/DagSemProc.05051.10},
URN = {urn:nbn:de:0030-drops-4201},
doi = {10.4230/DagSemProc.05051.10},
annote = {Keywords: Statistical relational learning, probabilistic relational models, latent variable models, autocorrelation, collective inference}
}
@InProceedings{scheffer:DagSemProc.05051.11,
author = {Scheffer, Tobias},
title = {{Multi-View Learning and Link Farm Discovery}},
booktitle = {Probabilistic, Logical and Relational Learning - Towards a Synthesis},
pages = {1--6},
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.dagstuhl.de/entities/document/10.4230/DagSemProc.05051.11},
URN = {urn:nbn:de:0030-drops-4146},
doi = {10.4230/DagSemProc.05051.11},
annote = {Keywords: Multi-view learning}
}
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