通过吸收定语从句来归纳

Kerry Taylor
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引用次数: 4

摘要

吸收是归纳逻辑规划中所谓的逆分辨算子之一。本文研究了吸收的性质,使其适合于用确定程序表示的背景知识对确定子句进行增量泛化。根据Buntine的广义包容模型,建立了算子的完备性和完备性。完备性论证通过将吸收看作是单光分辨率的反演来进行。此外,还介绍了一些简化技术,以减少吸收通常表示中固有的不确定性。讨论了这些简化对完备性的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Generalization by absorption of definite clauses

Absorption is one of the so-called inverse resolution operators of Inductive Logic Programming. The paper studies the properties of absorption that make it suitable for incremental generalization of definite clauses using background knowledge represented by a definite program. The soundness and completeness of the operator are established according to Buntine's model of generalization called generalized subsumption. The completeness argument proceeds by viewing absorption as the inversion of SLD-resolution. In addition, some simplifying techniques are introduced for reducing the non-determinism inherent in usual presentations of absorption. The effect of these simplifications on completeness is discussed.

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