von Neumann-Morgenstern utility theorem
#game_theory
Theorem
If player 's preference relation over the set of compound lotteries is complete and transitive, and satisfies the four von Neumann-Morgenstern axioms, then this preference relation can be represented by a linear utility function.
von Neumann-Morgenstern axioms
Assume defined over the set of compound lotteries . Player 's utility function, representing his preference relation , is therefore a function satisfying
Axiom of Continuity
For every triplet of outcomes , there exists a number such that
(where denotes an indifference relation)
Axiom of Monotonicity
Let be numbers in , and suppose that (strict preference). Then,
if and only iff .
Theorem
If a preference relation satisfies the Axioms of Continuity and Monotonicity, and if , and , then the value of defined in the Axiom of Continuity is unique.
Corollary
If a preference relation over satisfies the Axioms of Continuity and Monotonicity, and if , then for each there exists a unique such that
The corollary and the fact that and imply that
Axiom of Simplification of Compound Lotteries
For each , let be the simple lottery
and let be the compound lottery
For each , define the overall probability that the outcome of will be ,
Consider simple lottery
Then,
Axiom of Independence
Let be a compound lottery, and let be a simple lottery. If then
Notes
- Can extend Axioms of Simplification and Independence to compound lotteries of any order. By induction over levels of compounding, it follows that the player's preference relation over all compound lotteries (of any order) is determined by the player's preference relation over simple lotteries.
- completeness: for any lotteries and , either or .
- transitivity: if and , then
- Archimedean property: if , then there exists probability s.t. (only one of this or continuity need be assumed)
- may also state 4 axioms of VNM-rationality as: completeness, transitivity, continuity, independence
References
- M. Maschler, E. Solan, and Shmuel Zamir, Game Theory, Cambridge University Press, 2013, pp. 14-17.
- https://en.wikipedia.org/wiki/Von_Neumann–Morgenstern_utility_theorem#The_theorem
- Neumann, John von and Morgenstern, Oskar, Theory of Games and Economic Behavior. Princeton, NJ. Princeton University Press, 1953.
- https://isa-afp.org/entries/Neumann_Morgenstern_Utility.html