Automatic Recognition of Tractability in Inference Relations

Abstract

A procedure is given for recognizing sets of inference rules that generate polynomial time decidable inference relations. The procedure can automatically recognize the tractability of the inference rules underlying congruence closure. The recognition of tractability for that particular rule set constitutes mechanical verification of a theorem originally proved independently by Kozen and Shostak. The procedure is algorithmic, rather than heuristic, and the class of automatically recognizable tractable rule sets can be precisely characterized. A series of examples of rule sets whose tractability is non- trival, yet machine recognizable, is also given. The technical framework developed here is reviewed as a first step toward a general theory of tractable inference relations. Keywords: Statistical inference, Machine inference, Theorem proving, Automated reasoning, Polynomial time decidability, Inference rules, Proof systems, Mechanical verification.

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Document Details

Document Type
Technical Report
Publication Date
Feb 01, 1990
Accession Number
ADA223698

Entities

People

  • David Mcallester

Organizations

  • Massachusetts Institute of Technology

Tags

Communities of Interest

  • Energy and Power Technologies
  • Human Systems

DTIC Thesaurus Topics

  • Algorithms
  • Artificial Intelligence
  • Artificial Intelligence Computing
  • Boolean Algebra
  • Calculus
  • Computational Complexity
  • Computer Programming
  • Computer Science
  • Equations
  • Guarantees
  • Language
  • Military Research
  • Natural Languages
  • Polynomials
  • Reasoning
  • Set Theory
  • Theorems

Fields of Study

  • Computer science

Readers

  • Mathematical Modeling and Probability Theory.
  • Neural Network Machine Learning.

Technology Areas

  • AI & ML
  • AI & ML - Machine Learning Algorithms
  • AI & ML - Machine Translation