Graph-Theoretic Analysis of Finite Markov Chains
James P. Jarvis
Department of Mathematical Sciences
Clemson University
Clemson, SC 29634-0975
Douglas R. Shier
Department of Mathematical Sciences
Clemson University
Clemson, SC 29634-0975
Abstract
: This paper surveys how graph-theoretic and algebraic considerations can be used to study finite-state Markov chains. This perspective is a useful complement to the standard, matrix-based analysis of these chains. In particular, the concept of an equivalence relation is useful in carrying out state classification and in determining periodicity. Also, certain of the Markov chain computations are most efficiently carried out using a depth-first search (state classification), while others involve a breadth-first search (determining the period of an irreducible chain) of the state transition diagram.Key Words
: Markov chain, periodicity, state transition diagram