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ICLP
2010
Springer

Inductive Logic Programming as Abductive Search

8 years 10 months ago
Inductive Logic Programming as Abductive Search
We present a novel approach to non-monotonic ILP and its implementation called tal (Top-directed Abductive Learning). tal overcomes some of the completeness problems of ILP systems based on Inverse Entailment and is the first top-down ILP system that allows background theories and hypotheses to be normal logic programs. The approach relies on mapping an ILP problem into an equivalent ALP one. This enables the use of established ALP proof procedures and the specification of richer language bias with integrity constraints. The mapping provides a principled search space for an ILP problem, over which an abductive search is used to compute inductive solutions.
Domenico Corapi, Alessandra Russo, Emil Lupu
Added 30 Aug 2010
Updated 30 Aug 2010
Type Conference
Year 2010
Where ICLP
Authors Domenico Corapi, Alessandra Russo, Emil Lupu
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