Question: prove eigenvectors are linearly independent?
Answer: If A is a real n × n matrix that is diagonalizable, it must have n linearly independent eigenvectors. A = [ v 1 v 2 … ... Thus, the linearly independent set v1, v2, …, vn are eigenvectors of A corresponding to eigenvalues λ1, λ2, …, λn.