Stochastic Numerical Methods for Singular Models

In this lecture we will show examples coming from Biology, Finance, Physics, for which relevant stochastic models present singularities. We will explain why these singularities generate numerical difficulties when one desires to simulate the models, and original mathematical difficulties when one desires to get error estimates for appropriate simulation methods. We will discuss a few recent results and present a selection of nice open problems.