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We define the discrete norm of a complex matrix by and show that where is an explicitly indicated absolute constant, , and , and are the induced operator norms of . Similarly, for the \emph{discrete Rayleigh norm} we prove the estimate These estimates are shown to be essentially best possible. As a consequence, we obtain another proof of the (slightly sharpened and generalized version of the) converse to the expander mixing lemma by Bollobas-Nikiforov and Bilu-Linial.

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