I usually come across the eigenvalues of adjacency matrix or laplace matrix of a network. I know what their definitions are and how to compute them but I am unable to understand them intuitively what they actually stand for.
Can someone give some interpretation of eigenvalue or eigenvectors in a network and it's relation with mixing time of random walker in the network. I am facing trouble understanding the interpretation of these commonly used terms.