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An Introduction to Stochastic Differential Equations, Lawrence C. Evans
Introduction to modelling with stochastic differential equations and their inference, Omiros Papaspiliopoulos
Oksendal Stochastic Differential Equations http://www.springer.com/us/book/9783540047582
Des Higham An Algorithmic Introduction to Numerical Simulation of Stochastic Differential Equations