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Titlebook: Probabilistic Inductive Logic Programming; Luc Raedt,Paolo Frasconi,Stephen Muggleton Book 2008 Springer-Verlag Berlin Heidelberg 2008 Bay

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Learning with Kernels and Logical Representationse is obtained by recording the execution trace of a program expressing background knowledge. In ., features are directly associated with mereotopological relations. Finally, in ., features correspond to the truth values of clauses dynamically generated by a greedy search algorithm guided by the empirical risk.
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Markov Logicrning algorithms are based on the conjugate gradient algorithm, pseudo-likelihood and inductive logic programming. Markov logic has been successfully applied to problems in entity resolution, link prediction, information extraction and others, and is the basis of the open-source Alchemy system.
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A Behavioral Comparison of Some Probabilistic Logic Modelss. We further demonstrate that BLPs (resp. SLPs) can encode the relational semantics of PRMs (resp. SRMs). Whenever applicable, we provide inter-translation algorithms, present their soundness and give worked examples.
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Kristian Kersting,Luc De Raedt,Bernd Gutmann,Andreas Karwath,Niels Landwehrity submissions that could not be accommodated in the program; hopefully they will be published elsewhere. ThecontinuedsuccessoftheCCconferenceserieswouldnotbep978-3-540-21297-3978-3-540-24723-4Series ISSN 0302-9743 Series E-ISSN 1611-3349
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