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Rangle River was created in 1936.

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11y ago

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To prove that eigenvectors of a symmetric matrix corresponding to different eigenvalues are orthogonal, let ( A ) be a symmetric matrix, and let ( \mathbf{v_1} ) and ( \mathbf{v_2} ) be eigenvectors associated with distinct eigenvalues ( \lambda_1 ) and ( \lambda_2 ) respectively. We have ( A\mathbf{v_1} = \lambda_1 \mathbf{v_1} ) and ( A\mathbf{v_2} = \lambda_2 \mathbf{v_2} ). Taking the inner product of the first equation with ( \mathbf{v_2} ) gives ( \langle A\mathbf{v_1}, \mathbf{v_2} \rangle = \lambda_1 \langle \mathbf{v_1}, \mathbf{v_2} \rangle ), and using the symmetry of ( A ), we can also express this as ( \langle \mathbf{v_1}, A\mathbf{v_2} \rangle = \lambda_2 \langle \mathbf{v_1}, \mathbf{v_2} \rangle ). Equating both expressions leads to ( \lambda_1 \langle \mathbf{v_1}, \mathbf{v_2} \rangle = \lambda_2 \langle \mathbf{v_1}, \mathbf{v_2} \rangle ), and since ( \lambda_1 \neq \lambda_2 ), we conclude that ( \langle \mathbf{v_1}, \mathbf{v_2} \rangle = 0 ), proving that the eigenvectors are orthogonal.


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