Autocorrelation function

Summary

The autocorrelation function of a weakly stationary process gives, for each lag $h$, the correlation between $X_t$ and $X_{t+h}$. It summarizes the linear dependence in a time series in one function of the lag. Its sample version is the first tool for identifying a time series model.