A Martingale Approach to the Statistical Problems of Point Processes

This survey reviews the statistical applications of the modern theory of martingales on point processes. Particular emphasis is given to the crucial role played by the conditional intensity meaure of a point process as well as conditions for absolute continuity resp. singularity of two point process probability measures. The statistical problems mentioned are sequential decision rules, stochastic non-linear filtering, and classical statistical decision problems.