[资料]L1算法代码大合集

来源:互联网 发布:java解压pkg 编辑:程序博客网 时间:2024/05/22 10:57
原文链接:http://blog.163.com/gan_research/blog/static/1653481482010102810141278/
  • SparseLab:http://sparselab.stanford.edu/
    • Orthogonal Matching Pursuit (OMP): SolveOMP
    • Primal-Dual Basis Pursuit (BP): SolveBP.m
    • Lasso : SolveLasso.m
    • Polytope Faces Pursuite (PFP): SolvePFP.m
  • l1magic: http://www.acm.caltech.edu/l1magic/
    • Primal-Dual Basis Pursuit (BP): l1eq_pd.m
  • L1LS: http://www.stanford.edu/boyd/l1_ls/
    • Truncated Newton Interior-Point Method: l1_ls.m
  • GPSR: http://www.lx.it.pt/~mtf/GPSR/
    • Gradient Projection Sparse Representation: GPSR_BB
  • l1-Homotopy:http://users.ece.gatech.edu/~sasif/homotopy/
    • Homotopy Method: BPDN_homotopy_function.m
  • SpaRSA: http://www.lx.it.pt/~mtf/SpaRSA/
    • Iterative Shrinkage-Thresholding Algorithm: SpaRSA.m
  • FISTA: http://www.eecs.berkeley.edu/~yang/software/l1benchmark/
    • Fast IST Algorithm: SolveFISTA.m
  • FISTA for wavelet-based denoising:
    •  http://iew3.technion.ac.il/~becka/papers/wavelet_FISTA.zip
  • NESTA: http://www.acm.caltech.edu/~nesta/
    • Nesterov's Algorithm: NESTA.m
  • YALL1: http://www.caam.rice.edu/~optimization/L1/YALL1/
    • Alternating Direction Method: yall1.m
  • ALM: http://www.eecs.berkeley.edu/~yang/software/l1benchmark/
    • Primal Augmented Lagrange Multiplier: SolvePALM.m
    • Dual Augmented Lagrange Multiplier: SolveDALM.m, SolveDALM_fast.m
  • Bregman Iterative Regularization:http://www.caam.rice.edu/~optimization/L1/bregman/
    • Fixed-Point Continuation and Active Set: FPC_AS.m
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