Explain the following concepts related to the analysis of _nancial time
series, (a) Return, (b) Volatility, (c) Heteroskedasticity, and (d) Risk.
Let Pk(t) be a k order polynomial de_ned by
Pk(t) = a0 + a1t + a2t2 + aktk:
Show that (1 B)kPk(t) = c, where c is a constant
Let yt = "t+X "t1 be a sequence of independent identically distributed
(i.i.d.) random variables, where X is a random variable with mean _ and
variance _2X
, f"tg is a sequence of i.i.d. random variables with zero-mean and
variance _2
" . Furthermore, X and f"tg are independent. Is fytg a weakly
stationary process? If this is true, calculate the autocovariance function of
fytg.