  This paper first summarizes the foundations of stochastic calculus via
regularization and constructs through this procedure It\^o and Stratonovich
integrals. In the second part, a survey and new results are presented in
relation with finite quadratic variation processes, Dirichlet and weak
Dirichlet processes.
