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1. Introduction
2. Learning and regularisation
3. Nonlinear dynamical systems and deterministic chaos
4. Dynamic Bayesian networks
5. A hybrid framework for modelling nonlinear dynamical systems
6. Case studies
7. Conclusions.

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