Reference Books
Some articles and discussion papers on various aspects of experimental game theory are available CEAR: Center for the Experimental Analysis of Risk. In particular they have surveys of effects of various types of incentive schemes.
Some material related to actual experiments run in IIIE and relevant readings are available here.
https://sites.google.com/site/azresearchgroup/texts/exp-econ-course/prisoner
Links to downloadable copies of books are given here:
Camerer: Behavioral Game Theory [pdf]
Dan Ariely: Predictably Irrational: [zipfile]
Richard Thaler: Quasi Rational Economics: [doc]
Behavioral Economics Guide -- by Alain Sampson
Holt & Davis Experimental Economics is a good text for microeconomics taught in experimental way.