Contributions to the modeling of high frequency financial data.

Summary This thesis was realized within the company Invivoo. The main objective was to find investment strategies: to have a high gain and a low risk. The research work was mainly focused on this last point. In this sense, we wanted to generalize a model fidèle to the reality of the financiers' markets, both for low and high frequency data and, at very high frequency, variation by variation.