This book is concerned with the theory of stochastic processes and the
theoretical aspects of statistics for stochastic processes. It combines
classic topics such as construction of stochastic processes, associated
filtrations, processes with independent increments, Gaussian processes,
martingales, Markov properties, continuity and related properties of
trajectories with contemporary subjects: integration with respect to
Gaussian processes, Itȏ integration, stochastic analysis, stochastic
differential equations, fractional Brownian motion and parameter
estimation in diffusion models.