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matlabmatrixminimization
Jimmy Xiao
Jimmy Xiao

Reputation: 156

Find minimum of following function in Matlab

I am trying to minimize sum((A-r*B).^2) in Matlab where A and B are matrices and r is the scalar I am manipulating. I tried the following code:

f = @(r) sum((A-r*B).^2);
Answer = fminbnd(f,lowrange,highrange);

But I get an error.

Upvotes: 0

Views: 282

Answers (2)

Brendan
Brendan

Reputation: 1

If you don't need to impose limits on the possible values of the optimized scalar r, then you should be able to solve this equation directly without searching for the minimum. If A and B are vectors, use:

    ropt=(B'*B)^(-1)*B'*A;

If A and B are arrays and you want to minimize the sum of squared residuals of all elements of the arrays then I believe the following will work (same formula, but convert A and B to vectors).

    ropt=(B(:)'*B(:))^(-1)*B(:)'*A(:);

Examples:

    b=[1;2;3]
    a=2*b;
    ropt=(b'*b)^(-1)*b'*a

returns ropt=2.0000, as desired

Similarly, for a matrix:

    b=magic(3);
    a=2*b;
    ropt=(b(:)'*b(:))^(-1)*b(:)'*a(:)

also returns ropt=2.0000. This should work fine even if there isn't a perfect solution, as there is in the examples above.

Upvotes: 0

rayryeng
rayryeng

Reputation: 104565

If A and B are matrices, then sum((A - r*B).^2) will not give you a single value. This will give you an array of values. If the input to sum is a matrix, the output of sum will give you an array where each element is the sum along the rows for each column in your matrix.

The function you are specifying to fminbnd must evaluate to a single value. I'm assuming you want to determine the sum of squared differences in your function, and so you need to wrap your sum with another sum. As such, try this instead:

f = @(r) sum(sum((A-r*B).^2));
Answer = fminbnd(f,lowrange,highrange);

The function f will now find the difference between matrices A and B which is weighted by r, square these differences and then add up all of these differences together.

Try that and see if it works.

Upvotes: 2

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