Аннотация
Genetic Programming (GP) and Inductive Logic
Programming (ILP) have received increasing interest
recently. Since their formalisms are so different,
these two approaches cannot be integrated easily though
they share many common goals and functionalities. A
unification will greatly enhance their problem solving
power. In this paper, a framework to combine GP and ILP
is presented. The framework is based on a formalism of
logic grammars and a system called LOGENPRO (the LOgic
grammar based GENetic PROgramming system) is developed.
It is so flexible that programs in different
programming languages such as LISP, Prolog, and C can
be induced. The performance of LOGENPRO in inducing
logic programs from noisy examples is also evaluated. A
detailed comparison to FOIL and mFOIL has been
conducted. The experiment demonstrates that LOGENPRO is
a promising alternative to other inductive logic
programming systems and sometimes is superior for
handling noisy data.
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