The correlation between and is called the second order autocorrelation and is denoted by
, and soon. There are (n - 1) such autocorrelations if we have n observations. However, we cannot hope to estimate all of these from our data. Hence we often assume that these (n - 1) autocorrelations can be represented in terms of one or two parameters.