This talk reviews our recent researches on discrete stochastic analysis, which are done jointly with Professor Takahiko Fujita at Chuo University. An analogue of Ito formula in discrete processes is recalled and we consider applications of this analogous formula to the optimal portfolio problem and to the pricing of some financial products.