Object-Oriented Knowledge Extraction using Universal Exploiters

TL;DR

This paper analyzes and extends exploiters-based knowledge extraction methods, enabling the creation of complete class hierarchies and improving knowledge management efficiency.

Contribution

It introduces universal exploiters with proven features that expand basic classes and relations, forming complete lattices for enhanced knowledge representation.

Findings

Allows extension of class sets with finite new classes

Enables construction of class hierarchies with subsumption relations

Improves knowledge restoration and inheritance handling

Abstract

This paper contains analysis and extension of exploiters-based knowledge extraction methods, which allow generation of new knowledge, based on the basic ones. The main achievement of the paper is useful features of some universal exploiters proof, which allow extending set of basic classes and set of basic relations by finite set of new classes of objects and relations among them, which allow creating of complete lattice. Proposed approach gives an opportunity to compute quantity of new classes, which can be generated using it, and quantity of different types, which each of obtained classes describes; constructing of defined hierarchy of classes with determined subsumption relation; avoidance of some problems of inheritance and more efficient restoring of basic knowledge within the database.