Following with Exercise 8 of Chapter 13: you have downloaded a stock index at different frequencies, daily, weekly, and monthly. For each frequency, compute the 1-step-ahead volatility forecast by implementing the best (G) ARCH model and compare it to that of MA and EWMA.