Artificial Intelligence
Higher order probability and intervals
International Journal of Approximate Reasoning
Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
A logic for reasoning about probabilities
Information and Computation - Selections from 1988 IEEE symposium on logic in computer science
An analysis of first-order logics of probability
Artificial Intelligence
Uncertainty, belief, and probability
Computational Intelligence
Understanding evidential reasoning
International Journal of Approximate Reasoning - Special issue: The belief functions revisited: questions and answers
Artificial Intelligence
Artificial Intelligence: A Modern Approach
Artificial Intelligence: A Modern Approach
Journal of Applied Logic - Special issue on combining probability and logic
Probabilistic argumentation systems a new way to combine logic with probability
Journal of Applied Logic - Special issue on combining probability and logic
Bayesian Nets And Causality: Philosophical And Computational Foundations
Bayesian Nets And Causality: Philosophical And Computational Foundations
Using probabilistic argumentation for key validation in public-key cryptography
International Journal of Approximate Reasoning
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Most formal techniques of automated reasoning are either rooted in logic or in probability theory. These areas have a long tradition in science, particularly among philosophers and mathematicians. More recently, computer scientists have discovered logic and probability theory to be the two key techniques for building intelligent systems which rely on reasoning as a central component. Despite numerous attempts to link logical and probabilistic reasoning, a satisfiable unified theory of reasoning is still missing. This paper analyses the connection between logical and probabilistic reasoning, it discusses their respective similarities and differences, and proposes a new unified theory of reasoning in which both logic and probability theory are contained as special cases.