Calculating eigenvalues and eigenvectors of a matrix is widely encountered in science and technology. In this paper we turn the eigenproblem of a real symmetric matrix into a nonlinear equation problem. Then we construct a neural network of continuous-time dynamical system to explore the above nonlinear equation. The stability and convergence of the network are investigated by using Lyapunov function under rather mild conditions.