Spectral norm and its relation with size of the network

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The spectral norm can be understood as an alternative measure of the size of a network i.e. number of nodes. http://konect.uni-koblenz.de/statistics/snorm

$| \lambda_1[\mathbf A] | = \left\| \mathbf A \right\|_2$

what is the proof for this