Explanation
Given the MA(2) model:
Yt=0.1+0.8ϵt−1+0.16ϵt−2+ϵt
Using the lag operator L where LYt=Yt−1:
- ϵt−1=Lϵt
- ϵt−2=L2ϵt
- ϵt=L0ϵt=1⋅ϵt
Substituting into the model:
Yt=0.1+0.8(Lϵt)+0.16(L2ϵt)+(1⋅ϵt)
Factoring out ϵt:
Yt=0.1+ϵt(0.8L+0.16L2+1)
This matches option C exactly. The constant term 0.1 remains unchanged since the lag operator doesn't affect constants.
Key points:
- The lag operator L shifts the time index backward
- Constants are unaffected by the lag operator
- The polynomial in L represents the moving average coefficients
- The model can be written as Yt=μ+θ(L)ϵt where θ(L) is the MA polynomial