Developing statistical models on Python to describe the fluctuations of tick-by-tick single asset price moves (microstructure noise) : Markov renewal processes, Poisson Processes, Brownian motion. Rare event probability estimation through importance sampling, MCMC/Splitting and interacting particules methods.