Fluctuations around non-equilibrium states.  Fluctuation theorem for currents.  Onsager reciprocity relations and generalizations.
 Role of fluctuations in nonlinear systems giving rise to bifurcations and chaos.  Nonlinear dynamics and stochastic processes in
low-dimensional geometries and fractal sets.  Stochastic modelling of biological systems and molecular motors.