Matlab, operator A/B
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The manual is written:
A\B returns a least-squares solution to the system of equations A*x= B.
It means: x = inv (A'*A)*A'*B? However, the matrix A'*A is singular...
Let us suppose to have two row vectors:
A=[1 2 3]
B=[6 7 6]
A\B
[0 0 0;
0 0 0;
2.0000 2.3333 2.0000]
If ve use MLS:
C = inv (A'*A) singular matrix
C = pinv(A'*A)
[0.0051 0.0102 0.0153
0.0102 0.0204 0.0306
0.0153 0.0306 0.0459]
And
D= C*A'*B
[0.4286 0.5000 0.4286
0.8571 1.0000 0.8571
1.2857 1.5000 1.2857]
So results A\B and inv (A'*A)*A'*B are different... Could anybody wrote me a sequence of Matlab commands in the backgeound of A/B operation in this case?
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Matt J
2012년 11월 14일
I think you really meant so say that pinv(A'*A)*A'*B and A\B are different. When A is singular inv (A'*A)*A'*B is undefined.
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Matt J
2012년 11월 14일
When A is singular there are infinite least squares solutions to A*X=B and A\B will pick just one of them, while pinv(A)*B picks another.
A/B is equivalent to (B'\A')'
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