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eigenvectors, then 𝐴 can be factorized as: where 𝑆 is the eigenvector matrix which has eigenvectors as its columns, and Λ is the eigenvalue matrix which is a diagonal matrix with eigenvalues along its diagonal. Notice, 𝑆 is invertible here which is only possible if the columns are independent,