Decision Making Under Risk
14.123 Microeconomic Theory III Muha met Yildiz
Road map
1. Choice Theory – s ummary
2. Basic Concepts:
1. Consequences
2. Lotteries
3. Expected Utility Maximization
1. Represent ation
2. Characteri zation
4. Indifference Sets under Expected Utility Maximization
Choice Theory – S ummary
1. X = set of alternatives
2. Ordinal Representation: U : X → R is an ordinal representation of ≽ iff:
x ≽ y U ( x ) ≥ U ( y ) x , y X.
3. If ≽ has an ordinal representation, then ≽ is complete and transitive.
4. Assume X is a compact, convex subset of a separable metric space. A preference rel a tion has a continuous ordinal representati o n if and only if it is continuous.
5. Let ≽ be continuous and x ′ ≻ x ≻ x ′′ . For any continuous φ :[0,1] → X with φ (1)= x ′ and φ (0 )= x ′′ , there exist s t su ch that φ ( t ) ~ x .
Model
D M = D e ci sion M a ke r
DM cares only about consequences
C = Finite set of consequences
Ri sk = DM has to choose from alternatives
whose consequences are unknown
But the prob ability of each consequence is know n
Lottery: a probability distribution on C
P = set of all lotterie s p , q , r
X = P
Compounding lotteries are reduced to si mple lotter i es!
Expected Utility Maximization
Von N e umann-Morgenstern representation
A lottery (in P )
p f q u ( c ) p ( c ) u ( c ) q ( c )
c C
c C
U ( p )
≥
U ( q )
U : P → R is an ordinal representation of ≽ .
U ( p ) is the expected value of u under p .
U is linear and hence continuous.
CT
Expected value of
u under p
Expected Utility Maximization Characterization (VNM Axioms)
Axiom A1: ≽ is complete and transitive.
Axiom A2 (Continuity): ≽ is continuous.
VNM
Independence Axiom
Axiom A3: For any p , q , r P , a (0,1],
ap +(1- a ) r ≽ aq +(1- a ) r
p
$1000
p ≽ q .
.5
≽
q
.00001
$1M
.99999
.5
.5
$100
.5
$0
≽
.5
.5
A trip to Flo r id a
A trip to Flo r id a
Expected Utility Maximization Characterization Theorem
≽ has a von Neumann – M orgenstern representation iff ≽ satisfies Axioms A1-A3;
i.e. ≽ is a continuous preference relation with Independence Axiom.
u and v represent ≽ iff v = au + b for some
a > 0 and any b .
Exercise
Consider a relation ≽ among positive real numbers represented by VNM utility function u with u ( x ) = x 2 .
Can this relation be represented by VNM utility function u * ( x ) = x 1/2 ?
What about u ** ( x ) = 1/ x ?
RT
Implications of Independence Axiom (Exercise)
For any p,q,r,r ′ with r~ r ′ and any a in (0,1],
ap +(1- a ) r ≽ aq +(1- a ) r ′ p ≽ q .
B e tw eenness: For any p,q,r and any a , p ~ q ap +(1- a ) r ~ aq +(1- a ) r .
Monotonicity: If p ≻ q and a > b , then
ap + (1- a ) q ≻ bp + (1- b ) q .
Extreme Consequences: c B ,c W C : p P ,
c B ≽ p ≽ c W .
IA
Proof of Characterization Theorem RT c B ~ c W trivia l. Assume c B ≻ c W . Define φ : [0 ,1] → P by φ ( t )= tc W +(1- t ) c B . Monotonicity: φ ( t ) ≽ φ ( t ′ ) t ≥ t ′ . Co ntin uit y : p P , unique U ( p ) [0,1] s.t. p ~ φ ( U ( p )). Check Ordinal Representation: p ≽ q φ ( U ( p )) ≽ φ ( U ( q )) U ( p ) ≥ U ( q ) U is lin e a r: U ( ap +(1- a ) q )= aU ( p )+(1- a ) U ( q ) because ap +(1- a ) q ~ a φ ( U ( p ))+(1- a ) φ ( U ( q )) |
||
CT |
= φ ( aU ( p )+(1- a ) U ( q )), |
Indifference Sets under Independence Axiom
1. Indifference sets are straight lines
2. … and parallel to each other. E x ampl e: C = { x , y , z }
p y
1
1
p x
IA
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1 4.123 Microeconomic Theory III
Spring 2010
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