supermartingale

Eliezer talks a lot about decision theory in his sequences, e.g. the Aumann agreement theorem or the von Neumann-Morgenstern utility theorem. From what I've seen so far, decision theory looks extremely interesting. Which textbook in decision theory would you recommend to start with? I'd appreciate if the book contained not...