A real symmetric matrix has a real orthonormal eigenbasis. Put those eigenvectors into an orthogonal matrix , so . With the change of coordinates , or ,Thus the coefficients are the eigenvalues and the new coordinate directions are the eigenvectors. This orthogonal diagonalization preserves Euclidean lengths and angles while removing cross terms from the quadratic form.
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