Small coherence implies the weak Null Space Property
Abstract
In the Compressed Sensing community, it is well known that given a matrix with normalized columns, the Restricted Isometry Property (RIP) implies the Null Space Property (NSP). It is also well known that a small Coherence implies a weak RIP, i.e. the singular values of lie between and for "most" index subsets with size governed by and . In this short note, we show that a small Coherence implies a weak Null Space Property, i.e. for most with cardinality . We moreover prove some singular value perturbation bounds that may also prove useful for other applications.
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