The supplement is organized as follows.  Section B contains the extended Monte Carlo results for the processes of different dimensions p, different values of the co-integration rank r and the lag length k.  Section C contains proofs of Lemma 1, Proposition 1 and Theorem 1 of Cavaliere et al.  (2014). Section D reports the additional theoretical results and proofs for the bootstrap test in the case of an intercept.