We present two path decompositions of Markov chains (with general state
space) by means of harmonic functions, which are dual to each other. They can
be seen as a generalization of Williams' decomposition of a Brownian motion
with drift. The results may be illustrated by a multitude of examples, but we
confine ourselves to different types of random walks and the Polya urn.Comment: Published by the Institute of Mathematical Statistics
(http://www.imstat.org) in the Annals of Probability
(http://www.imstat.org/aop/) at http://dx.doi.org/10.1214/00911790400000023