My DPhil thesis includes three essays on time series econometrics and financial econometrics, preceded by a brief introduction.

The first essay proposes a new class of multivariate volatility models utilizing realized measures of asset volatility and covolatility extracted from high-frequency data. Dimension reduction for estimation of large covariance matrices is achieved by imposing a factor structure with time-varying conditional factor loadings. The models are applied to mo...