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This book contains the invited lectures and a short account of communications at the seminar which focused on Dynamical Systems. Active researchers described some key concepts such as dissipative dynamical systems, orbits, bifurcations, classical Hamiltonian chaos, KAM theorem, hyperbolic sets, time series analysis, renormalization group, quantum chaos and their applications. In addition some other topics in Computational Statistical Physics such as models of growth, materials physics, fluids, nonequilibrium phase transitions, critical phenomena and Computational Astrophysics. The lecture notes are written pedagogically at the graduate level, topics are described comprehensively, and some practical sessions are illustrated. The book may thus serve to introduce the beginner to those areas of Computational Physics, and as a reference for professors, researchers and students.