Title: CPT-L: An efficient model for relational stochastic processes
Authors: Thon, Ingo ×
Landwehr, Niels
De Raedt, Luc #
Issue Date: Jul-2008
Conference: International Workshop on Mining and Learning with Graphs (MLG 2008) edition:6 location:Helsinki, Finland date:4-5 July 2008
Abstract: Agents that learn and act in real-world environ-
ments have to cope with both complex state de-
scriptions and non-deterministic transition be-
havior of the world. Standard statistical rela-
tional learning techniques can capture this com-
plexity, but are often inefficient. We present
a simple probabilistic model for such environ-
ments based on CP-Logic. Efficiency is main-
tained by restriction to a fully observable set-
ting and the use of efficient inference algorithms
based on binary decision diagrams.
Publication status: published
KU Leuven publication type: IMa
Appears in Collections:Informatics Section
× corresponding author
# (joint) last author

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