Cointegration is a property of an N-dimensional time series, which says that
each individual component is non-stationary (growing like a random walk),
but there exists a stationary linear combination. Testing procedures for the
presence of cointegration has been extensively studied in statistics and
economics, but most results are restricted to the case when N is much
smaller than the length...