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ILP as a Search Problem
- ILP can be seen as a search problem - this view follows immediately from the modeltheory of ILP
- In ILP there is a space of candidate solutions, i.e. the set of hypotheses, and an acceptance criterion characterizing solutions to an ILP problem
- Question: how the space of possible solutions can be structured in order to allow for pruning of the search?
- The search space is typically structured by means of the dual notions of generalisation and specialisation
- Generalisation corresponds to induction
- Specialisation to deduction
- Induction is viewed here as the inverse of deduction
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