This article extends the Cox--Reid local parameter orthogonality to a multivariate setting, gives an affirmative reply to one of Cox and Reid's questions, and shows that the extension can lead to efficient computational algorithms with the celebrated Whittle algorithm for multivariate autoregressive modeling as a showcase.
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