Not many differences. Capitalism favors competition among private companies, but rarely creates monopolies. One source, in the references, says monopolies can be created by governments more than private companies.
References:
http://www.americansolvent.com/2009/07/03/competition-vs-monopoly-whats-the-big-confusion/