The first part of the dissertation concerns financial volatility models. Financial volatility has some stylized facts …, such as excess kurtosis, volatility clustering and leverage effects. A good volatility model should be able to capture all … these stylized facts. Among the volatility models, ARCH, GARCH, EGARCH and stochastic volatility models are the most …