Hi, I hope I'm posting this in an appropriate place. It's not exactly linear regression.
If you have a seasonal moving average model like \displaystyle ARIMA(0,0,0)(0,0,1)_{12}, and you want to find the expectation of \displaystyle y_t, then you just use the fact that expectation is a linear...