"Experienced Researchers from the Universities of Iasi, Brest, Jena, Manchester, Marrakech and Milano propose an Initial Training Network Marie Curie on the theme ""Deterministic and Stochastic Controlled Systems and Applications"". This project aims to unite the six teams with their complementary competences in - Controlled Systems: Deterministic and Stochastic Control, Game Theory, - Stochastic Equations: Stochastic Differential Equations, Stochastic Partial Differential Equations , Backward Stochastic Differential Equations, and - Levy processes as well as fractal processes, in order to investigate problems arising in the interaction between these competences and allowing to study, in cooperation with our industrial partners (coming from the bank and insurance sector), related problems in - Finance and Insurance, but also in - Natural Sciences, namely, the problem of transport in porous media. The Early-Stage Researchers and the Experienced Researchers recruited by the network will be integrated from the early beginning in research projects between teams with complementary competences which should allow them (as well as the qualified researchers from the different teams) to profit from synergy effects and find quite new answers to the research problems. Besides an individual research training under supervision of qualified researchers and a local training programme the young researcher will also profit from network-wide training offers including namely - annual schools on subjects reflecting the different competences of the network teams, - a first professional experience in research with one of our industrial partners, as well as - workshops and international conferences which will give to the young researchers the possibility to present and discuss their results in research and to find contacts also with researchers outside the network and representatives of all the industrial partners of our network."