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In the above titled paper (ibid., vol. 58, no. 3, pp. 507-520, Mar. 2011), important missing references - that represent fundamental background material on compressive sensing should have been added to the reference list and included within the second paragraph of the introduction (Section I) that cites  and  in the original reference list.