論文

査読有り 筆頭著者 国際誌
2019年7月

Phase Transition in Mixed ℓ2/ℓ1-norm Minimization for Block-Sparse Compressed Sensing

2019 IEEE International Symposium on Information Theory (ISIT)
  • Toshiyuki Tanaka

記述言語
英語
掲載種別
研究論文(国際会議プロシーディングス)
DOI
10.1109/isit.2019.8849798
出版者・発行元
IEEE

We have evaluated, via the replica method, phase transition thresholds for the mixed ℓ2/ℓ1-norm minimization applied to block-sparse compressed sensing with randomly generated measurement matrices. Our analysis takes into account that the matrix elements may be of non-zero mean, and shows that the phase transition threshold for the mixed ℓ2/ℓ1-norm minimization improves when the matrix elements have non-zero mean and the distribution of non-zero blocks of the target vector to be estimated has a certain imbalance.

リンク情報
DOI
https://doi.org/10.1109/isit.2019.8849798
URL
http://xplorestaging.ieee.org/ielx7/8827389/8849208/08849798.pdf?arnumber=8849798
ID情報
  • DOI : 10.1109/isit.2019.8849798

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