advanced Monte Carlo sampling methods, sequential data and Gaussian processes. All topics are illustrated via real-world examples and are contrasted against non-Bayesian approaches. Students will be ...

Bayesian and maximum likelihood estimators are generally ... the method is found to improve upon autoregressive forecasts by an amount consistent with the theoretical and Monte Carlo calculations.