In: Advanced Math
y=fx1, ……..,x5)
St:
c1=w1(x1, ……..,x5)
c2=w2(x1, ……..,x5)
By using the signs of the principal minors Hj
1-Derive the second- order-sufficient condition for maximum.
2-Derive the second order-sufficient condition for minimum
Solution
(1)
Given
on the constraint set
As usual we consider the Lagrangian
and the following bordered Hessian matrix
This matrix has leading principal minors
The first two matrices are zero matrices.
Next matrix have zero determinant.
The determinant of the next minor is where is the upper minor of after block of zeros, so does not contain information about .
And only the determinants of last 3 leading principal minors
carry information about both, the objective function and the constraints .
Suppose that satisfies the conditions
a)
b) There exists such that is a critical point of .
c) For the bordered Hessian the last 3 leading principal minors
evaluated at alternate in sign where the last minor has the sign as
Then is a local max in .
(2)
Take minors of the Hessian H from (1)
Then
Suppose that satisfies the conditions
a)
b) There exists such that is a critical point of .
c) For the bordered Hessian all the last 3 leading principal minors
evaluated at have the same sign as ,
Then is a local min in .
Conclution
This table describes the above sign patterns:
... | |||||
max | ... | ||||
min | ... |
where k=number of constraints equations , n=number of variables