convert singular values from svd into real components in matlab

You can convert singular values from an SVD decomposition into real components by multiplying the singular values with the corresponding columns of both the left singular vectors (U) and the right singular vectors (V').

Here's an example code snippet in MATLAB:

main.m
% Assuming A is the matrix you performed SVD on
[U, S, V] = svd(A);

% Get the real components by multiplying the singular values with the corresponding columns of U and V
real_components_U = U * S;
real_components_V = V' * S;
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In the real_components_U and real_components_V matrices, you will have the real components resulting from the multiplication.