This paper demonstrates theoretically and empirically that a greedy algorithm called Orthogonal Matching Pursuit (OMP) can reliably recover a signal with$m$nonzero entries in dimension$d$given$ {\rm O}(m \ln d)$random linear measurements of that signal. This is a massive improvement over previous re...
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