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:
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... | ![]()  | 
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|
| max | ![]()  | 
![]()  | 
... | ![]()  | 
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| min | ![]()  | 
![]()  | 
... | ![]()  | 
![]()  | 
where k=number of constraints equations , n=number of variables