Title: Probabilistic local pattern mining
Authors: Kimmig, Angelika
De Raedt, Luc #
Issue Date: Sep-2008
Host Document: Inductive Logic Programming - Late Breaking Papers pages:63-68
Conference: ILP edition:18 location:Prague, Czech Republic date:10-12 September 2008
Abstract: We study local pattern mining in the context of \emph{probabilistic} relational databases, developing algorithms for probabilistic variants of both frequent and correlated pattern mining that use principles of statistical relational learning. As probabilistic selection criteria, we introduce both a likelihood function and a probabilistic frequency. We report on experiments on a challenging biological network mining task.
Publication status: published
KU Leuven publication type: IC
Appears in Collections:Informatics Section
# (joint) last author

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