DISTANCES BETWEEN PREDICATES IN BY-ANALOGY REASONING SYSTEMS

V Koval, Yu Kuk
International Journal "Information Theories & Applications   unpublished
The purpose is to develop expert systems where by-analogy reasoning is used. Knowledge "closeness" problems are known to frequently emerge in such systems if knowledge is represented by different production rules. To determine a degree of closeness for production rules a distance between predicates is introduced. Different types of distances between two predicate value distribution functions are considered when predicates are "true". Asymptotic features and interrelations of distances are
more » ... d. Predicate value distribution functions are found by empirical distribution functions, and a procedure is proposed for this purpose. An adequacy of obtained distribution functions is tested on the basis of the statistical 2 χ-criterion and a testing mechanism is discussed. A theorem, by which a simple procedure of measurement of Euclidean distances between distribution function parameters is substituted for a predicate closeness determination one, is proved for parametric distribution function families. The proposed distance measurement apparatus may be applied in expert systems when reasoning is created by analogy.
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