54 Mathematics for Finance
scenarios are−6%, 4%, 30%, respectively, then the expected annual return is
−6%×
1
4 +4%×
1
2 + 30%×
1
4 =8%.
Exercise 3.9
With the probabilities of recession, stagnation and boom equal to 1/2,
1 /4, 1/4 and the predicted annual returns in the first two of these scenar-
ios at−5% and 6%, respectively, find the annual return in the remaining
scenario if the expected annual return is known to be 6%.
Exercise 3.10
Suppose that the stock prices in the following three scenarios are
Scenario S(0) S(1) S(2)
ω 1 100 110 120
ω 2 100 105 100
ω 3 100 90 100
with probabilities 1/4, 1/4, 1/2, respectively. Find the expected returns
E(K(1)),E(K(2)) andE(K(0,2)). Compare 1 +E(K(0,2)) with (1 +
E(K(1)))(1 +E(K(2))).
The last exercise shows that the relation established in Proposition 3.1 does
not extend to expected returns. For that we need an additional assumption.
Proposition 3.3
If the one-step returnsK(n+1),...,K(m) are independent, then
1+E(K(n, m)) = (1 +E(K(n+ 1)))(1 +E(K(n+ 2)))···(1 +E(K(m))).
Proof
This is an immediate consequence of Proposition 3.1 and the fact that the
expectation of a product of independent random variables is the product of
expectations. (Note that if theK(i) are independent, then so are the random
variables 1 +K(i)fori=n+1,...,m.)