In many application areas, including information retrieval and networking systems, finding the steady-state distribution vector of an irreducible Markov chain is of interest and it is often difficult to compute efficiently. The steady-state vector is the solution to a nonsymmetric eigenproblem with known eigenvalue, Bx = x, subject to probability constraints ‖x‖1 = 1 and x > 0, where B is colum...