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A tight bound of modified iterative hard thresholding algorithm for compressed sensing

Jinyao MaHaibin ZhangShanshan YangJiaojiao Jiang — 2023

Applications of Mathematics

We provide a theoretical study of the iterative hard thresholding with partially known support set (IHT-PKS) algorithm when used to solve the compressed sensing recovery problem. Recent work has shown that IHT-PKS performs better than the traditional IHT in reconstructing sparse or compressible signals. However, less work has been done on analyzing the performance guarantees of IHT-PKS. In this paper, we improve the current RIP-based bound of IHT-PKS algorithm from δ 3 s - 2 k < 1 32 0 . 1768 to δ 3 s - 2 k < 5 - 1 4 0 . 309 , where δ 3 s - 2 k is the restricted...

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