The stochastic model was introduced in the previous video; it is given by the covariance matrix of the observables. In general, this covariance matrix will be a diagonal matrix, as the observables are assumed to be independent. However, in this video we will look at a special example where the observables are correlated, such that the covariance matrix is NOT a diagonal matrix. You will see an example of a situation where this can occur.