A Deterministic Algorithm for the Capacity of Finite-State Channels

We propose a modified version of the classical gradient descent method to compute the capacity of finite-state channels with Markovian input. Under some concavity assumptions, our algorithm proves to achieve polynomial accuracy in polynomial time for general finite-state channels. Moreover, for some special families of finite-state channels, our algorithm can achieve exponential accuracy in polynomial time.