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A Note on Sparsification by Frames

Published 23 Aug 2013 in cs.IT and math.IT | (1308.5249v2)

Abstract: The purpose of this note is to establish a new generalized Dictionary-Restricted Isometry Property (D-RIP) sparsity bound constant for compressed sensing. For fulfilling D-RIP, the constant $\delta_k$ is used in the definition: $(1 -\delta_k)|D v|22 \le |\Phi D v|_22 \le (1 + \delta_k)|D v|2$. We prove that signals with $k$-sparse $D$-representation can be reconstructed if $\delta{2k} < \frac{2}3$. The approach in this note can be extended to obtain other D-RIP bounds (i.e., $\delta_{tk}$).

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