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Complex-valued sparse representation based on smoothed ℓ0 norm

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3 Author(s)
G. H. Mohimani ; Sharif University of Technology, Department Of Electrical Engineering, Tehran, Iran ; M. Babaie-Zadeh ; C. Jutten

In this paper we present an algorithm for complex-valued sparse representation. In our previous work we presented an algorithm for sparse representation based on smoothed lscrdeg- norm. Here we extend that algorithm to complex-valued signals. The proposed algorithm is compared to FOCUSS algorithm and it is experimentally shown that the proposed algorithm is about two or three orders of magnitude faster than FOCUSS while providing approximately the same accuracy.

Published in:

2008 IEEE International Conference on Acoustics, Speech and Signal Processing

Date of Conference:

March 31 2008-April 4 2008