Discovery of Equations and the Shared Operational Semantics in Distributed Autonomous Databases

  • Authors:
  • Zbigniew W. Ras;Jan M. Zytkow

  • Affiliations:
  • -;-

  • Venue:
  • PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining
  • Year:
  • 1999

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Abstract

Empirical equations are an important class of regularities that can be discovered in databases. In this paper we concentrate on the role of equations as definitions of attribute values. Such definitions can be used in many ways that we briefly describe. We present a discovery mechanism that specializes in finding equations that can be used as definitions. We introduce the notion of shared operational semantics. It consists of an equation-based system of partial definitions and it is used as a tool for knowledge exchange between independently built databases. This semantics augments the earlier developed semantics for rules used as attribute definitions. To put the shared operational semantics on a firm theoretical foundation we developed a formal interpretation which justifies empirical equations in their definitional role.