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2007
Springer

Using Bayesian Networks to Direct Stochastic Search in Inductive Logic Programming

9 years 4 months ago
Using Bayesian Networks to Direct Stochastic Search in Inductive Logic Programming
Stochastically searching the space of candidate clauses is an appealing way to scale up ILP to large datasets. We address an approach that uses a Bayesian network model to adaptively guide search in this space. We examine guiding search towards areas that previously performed well and towards areas that ILP has not yet thoroughly explored. We show improvement in area under the curve for recall-precision curves using these modiļ¬cations.
Louis Oliphant, Jude W. Shavlik
Added 08 Jun 2010
Updated 08 Jun 2010
Type Conference
Year 2007
Where ILP
Authors Louis Oliphant, Jude W. Shavlik
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