stochastic processes and their applications, dynamical systems with small noise, large deviations, stochastic resonance, Lévy processes, heavy tails, stable processes and Lévy flights, metastability, first exit times, non-local search and simulated annealing, simple climate models, SPDEs with Lévy noise, statistics of jump-diffusions.