Exponential Inequalities for Counting Processes

We derive for counting processes some equivalents of classical exponential inequalities existing in the n-sample framework. The supremum of centered integrals is our principal interest: we prove an inequality which resembles Talagrand's inequality for empirical processes. This result is especially useful when we want to do some model selection for estimating the intensity of the process.