Title :
A theory of conditional information with applications
Author :
Calabrese, Philip G.
Author_Institution :
Data Synthesis, San Diego, CA, USA
fDate :
12/1/1994 12:00:00 AM
Abstract :
The development of conditional propositions, deduction between conditionals, and boolean-like operations on conditionals, and their associated probabilities are here unified in terms of boolean relations of the form “b=0” defined on an initially relation-free algebra of boolean polynomials that transcends an initial domain of discourse. The conditional proposition (a|b) is assigned the conditional probability P(a|b), which is different from the probability that (a|b) is a tautology. The resulting algebraic techniques are demonstrated in several examples such as by simplifying a circular rule-based expert system and removing its circularity and by deriving logical and probability formulas for keeping communication lines open
Keywords :
Boolean functions; probabilistic logic; temporal logic; boolean polynomials; boolean-like operations; circular rule-based expert system; conditional information; conditional probability; conditional propositions; deduction; initially relation-free algebra; Boolean algebra; Expert systems; Humans; Information analysis; Information processing; Logic; Polynomials; Uncertainty;
Journal_Title :
Systems, Man and Cybernetics, IEEE Transactions on