Non-Convex Analysis and Synthesis Priors
Algorithms for non-convex sparsity promoting analysis and synthesis priors
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LpAnanlysis
Algorithm for solving problems of the form:
min ||Ax||_p s.t. ||y-Hx||_2 < err
LpSynthesis
Algorithm for solving problems of the form:
min ||x||_p s.t. ||y-Hx||_2 < err
LpplusTV
min ||x||_p + TVlambda*TV(A'x) s.t. ||y-Hx||_2 < err
All of them are efficient first-order algorithms. They do not have restrictions on the operators H or A.
Cite As
Angshul Majumdar (2026). Non-Convex Analysis and Synthesis Priors (https://uk.mathworks.com/matlabcentral/fileexchange/27087-non-convex-analysis-and-synthesis-priors), MATLAB Central File Exchange. Retrieved .
General Information
- Version 1.1.0.0 (4.06 KB)
MATLAB Release Compatibility
- Compatible with any release
Platform Compatibility
- Windows
- macOS
- Linux
