In this course, students will learn and model the ARIMA model, which is the representative model for financial time series analysis and forecasting. To handle the specific characteristics of financial time series, advanced models, such as ARCH, GARCH, VAR (Vector AutoRegressive), Cointegration, ECM (the Error Correction Model) and the State Space Model, are also covered.