An introduction to Markov processes
by Daniel W. Stroock · 2005

"Provides a more accessible introduction than other books on Markov processes by emphasizing the structure of the subject and avoiding sophisticated measure theory. Leads the reader to a rigorous understanding of basic theory."--Publisher's website.
Markov processesMarkov-ProzessMarkovscher ProzessLehrbuch