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This paper discusses the reconstruction of signals from few measurements in the situation that signals are sparse or approximately sparse in terms of a general frame via the $l_{q}$ -analysis optimization with $0<q\leq 1$ . We first introduce a notion of restricted $q$ -isometry property ($q$ -RIP) adapted to a dictionary, which is a natural extension of the standard $q$ -RIP, and establish...
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