Causal Theories for Nonmonotonic Reasoning

Hector Geffner

Causal theories are default theories which explicitly accommodate a distinction between "explained" and "unexplained "propositions. This is accomplished by means of an operator "C" in the language for which propositions a are assumed explained when literals of the form Ca hold. The behavior of causal theories is determined by a preference relation on models based on the minimization of unexplained abnormality. We show that causal networks, general logic programs and theories for reasoning about change can be all naturally expressed as causal theories. We also develop a proof-theory for causal theories and discuss how they relate to autoepistemic theories, prioritized circumscription, and Pearl’s C-E calculus.

This page is copyrighted by AAAI. All rights reserved. Your use of this site constitutes acceptance of all of AAAI's terms and conditions and privacy policy.