Kalman filters for combined forecasts
Posted: Sun May 08, 2011 2:42 pm
Hello,
I am trying to find if kalman filter can be used for calculating parameters for combined forecasts.
For example if we have f1,f2 forecasts based on Granger and Ramanathan (1984)
we can calculate a forecast combination of the form of a regression. fc= a0 + a1*f1 + a2*f2+ u. So we are trying to find the parameters of a regression like Y=A0+A1*f1+A2*f2.
Can we calculate the coefficients A0,A1,A2 as adapting weights of the kalman type?
And if we can what type of data do we need ?
I appreciate any help on the Kalman filters because I am quite lost here!!
I am trying to find if kalman filter can be used for calculating parameters for combined forecasts.
For example if we have f1,f2 forecasts based on Granger and Ramanathan (1984)
we can calculate a forecast combination of the form of a regression. fc= a0 + a1*f1 + a2*f2+ u. So we are trying to find the parameters of a regression like Y=A0+A1*f1+A2*f2.
Can we calculate the coefficients A0,A1,A2 as adapting weights of the kalman type?
And if we can what type of data do we need ?
I appreciate any help on the Kalman filters because I am quite lost here!!