A collection of research and survey papers written by the speakers from two international conferences held in Japan: 'The 11th Mathematical Society of Japan International Research Institute on Stochastic Analysis on Large Scale Interacting Systems' and 'Stochastic Analysis and Statistical Mechanics'.