Eigenvector is the vector whose direction will not change if we apply a linear transformation to it. To be more specific, if Matrix A times vector v equals to λ times v. Then we can say, v is the eigenvector of matrix A , λ is the eignevalue of v. Given an matrix A, we might have multiple λ v pairs that can complete this equation.