Why does lsqnonlin find wrong coefficients?

Question

azarang asadi 2022-3-21

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https://ww2.mathworks.cn/matlabcentral/answers/1676989-why-does-lsqnonlin-find-wrong-coefficients

回答： Torsten 2022-3-21

采纳的回答： Torsten

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I'm trying to learn lsqnonlin and I just tried an example and it failed to find the right answer.

Here's my example:

X = rand(16,4);
a = 1; b = 2; c = 3; d = 4;
y = a * X(:,1) + b * X(:,2) + c * X(:,3) + d * X(:,4);
guess= [1 1 1 1];
co = lsqnonlin(@(x0)myfun(x0,X,y), guess);
function diff = myfun(x,X,y)
diff = (x(1) *X(1) + x(2) * X(2) + x(3) * X(3) + x(4) * X(4)) -y;
end

although the right a b c and d are 1 2 3 4, what I got was 6.13724694019609 -2.84149544942237 8.32804249499245 3.26966946738081. Is this because of local minimum or is that because my code is doing something wrong?

P.S. I don't wanna use \ or mldivide.