Both unconditional mixed-normal distributions and GARCH models with fat-tailed conditional distributions have been employed for modeling financial return data. We consider a mixed-normal distribution coupled with a GARCH-type structure which allows for conditional variance in each of the...

Inaugural -Dissertation zur Erlangung des Grades eines Doktors der Wirtschafts -und Sozialwissenschaften der Wirtschafts -und Sozialwissenschaftlichen Fakultät der Christian -Albrechts -Universität zu Kiel The objective of this study is the development and application of models for financial...

This paper shows how independent component analysis can be used to estimate the generalized orthogonal GARCH model in a fraction of the time otherwise required. The proposed method is a two-step procedure, separating the estimation of the correlation structure from that of the univariate...