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- W2386741827 abstract "Limit behavior of inductive logic programs is an important research topic, but it has not been deeply explored until now. When running incremental or online inductive learning algorithms on a computer, limit behavior should be taken into account. An example is given to show that some inductive learning algorithms may produce errors in the long run if limit behavior is not considered. An inductive logic program is convergent if, given an increasing sequence of example sets, the inductive logic program creates a corresponding sequence of Horn logic programs which have the set-theoretic limit. Furthermore, it is limit-correct if the limit of the sequence of the Horn logic programs is correct with respect to the limit of the sequence of the example sets. Two examples show that the GOLEM system is not limit-correct. Finally, we propose an inductive logic program which is limit-correct, called the prioritized GOLEM system. It is proved that the prioritized GOLEM is limit-correct under certain constraints." @default.
- W2386741827 created "2016-06-24" @default.
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- W2386741827 date "2007-01-01" @default.
- W2386741827 modified "2023-09-23" @default.
- W2386741827 title "Limit behavior of prioritized inductive logic programs" @default.
- W2386741827 hasPublicationYear "2007" @default.
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