
Chapter 7
Portfolio Optimization with
Constraints
In all the theoretical developments so far, we have used the model
problem
min{ − tµ
′
x +
1
2
x
′
Σx | l
′
x = 1}, (7.1)
or its extension to include a risk free asset. The parameter t ≥ 0 quan-
tifies t he risk aversion of the investor. Although (7 .1 ) is very useful
for developing the basic concepts for po r t folio optimization, it is not
particularly suitable in practice. There are two main reasons for this.
First, the solution o f (7.1) may result in excessive long and short sell-
ing. An example of this is an optimal solution of (7.1) with x
1
= 1000,
x
2
= −1000, x
3
= 1, x
4
= 0, . . . , x
n
= 0. This means that