Since our goal is to find correlated attention shifts we can substitute the summation distributed-lag term by a single lagged term.
we aim to minimize the MSE in the following model: Where t = t−i and i ∈ {0, 1, 2, ..., 28} indicating no lag, one day lag, 2 days lag, a week's lag, etc.