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Shaohua Xie
Public Documents
2
A Sufficient Condition for Restoring Sparse Vectors from $\ell_1-\ell_2$-minimization...
Youwei Xie
and 2 more
February 02, 2023
This paper focuses on the compressed sensing $\ell_1-\ell_2-$minimization model and develops new bounds on cumulative coherence $\mu_1(s)$. We point out that if cumulative coherence $\mu_1(s)$ satisfies (2) or (11), then the sparse signal can stably recover in noise model and exactly recover in free noise by $\ell_1-\ell_2$-minimization model.
New upper bounds of cumulative coherence for $\ell_{1-2}$-minimization in compressed...
Youwei Xie
and 3 more
December 04, 2022
This paper focuses on the compressed sensing $\ell_{1-2}$-minimization problem and develops new bounds on cumulative coherence $\mu_1(s)$. We point out that if cumulative coherence $\mu_1(s-1)$ and $\mu_1(2s-1)$ satisfy $(\ref{eq:EqNo2})$, or cumulative coherence $ \mu_1(2s-1)$ satisfies $(\ref{eq:EqNo11})$ then the sparse signal can via $\ell_{1-2}$-minimization problem stably recover in noise model and exact recovery in free noise model.