Hiroshi Tanaka is noted for his discovery of the "Tanaka Formula", which is a generalization of the Ito formula in stochastic analysis. This is a selection of his works on stochastic processes and related topics. It also includes essays by Henry McKean, Marc Yor and others on Tanaka's works.