Tech Report CS-89-04
A Model for Reasoning About Persistence and Causation
Thomas Dean and Keiji Kanazawa
February 1989
Abstract:
In this paper, we describe a model of causal reasoning that accounts for knowledge concerning cause-and-effect relationships and knowledge concerning the tendency for propositions to persist or not as a function of time passing. Our model has a natural encoding in the form of a network representation for probabilistic models. We explore the computational properties of our model by considering recent advances in computing the consequences of models encoded in this network representation.
(complete text in pdf)