Linear Algebra, Eigenvalue, Eigenvectors.
reformulated as solving the equation (A — λI)v = 0, where I is the identity matrix of the same dimension. For this equation to have non-trivial solutions, the matrix (A — λI) must be singular, meaning its determinant must be zero. This leads us to the characteristic equation det(A — λI) = 0.