Most fascinating of all is Jaynes’ interpretation of probability theory. He realized that probability theory is a generalization of Aristotlean logic and by introducing degrees of belief this logic can be made much more flexible, as well as capable of dealing with uncertainty. This view is explained at length in his last work, Probability Theory – the Logic of Science. Although some parts of the book are fairly math-heavy, you can still get a lot out of the first few chapters with basic arithmetic.
Probability Theory – the Logic of Science sounds like a worthy read (after the black swan, which i just bought)