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