comparison DL/Majorization Minimization DL/wrapper_mm_solver.m @ 219:4337e28183f1 luisf_dev

Modified help comments of wrapper_mm_DL.m, wrapper_mm_solver.m, SMALL_rlsdla.m & SMALL_AudioDenoise_DL_test_KSVDvsSPAMS.m. Moved wrapper_ALPS_toolbox from toolboxes to toolboxes/alps and added some extra help comments.
author Aris Gretsistas <aris.gretsistas@elec.qmul.ac.uk>
date Fri, 23 Mar 2012 20:48:25 +0000
parents 0c7c20f3246c
children
comparison
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218:c38d965b5a1d 219:4337e28183f1
2 %% SMALL wrapper for Majorization Minimization toolbox solver 2 %% SMALL wrapper for Majorization Minimization toolbox solver
3 % 3 %
4 % Function gets as input 4 % Function gets as input
5 % b - measurement vector 5 % b - measurement vector
6 % A - dictionary 6 % A - dictionary
7 % param - structure containing additional parameters 7 % param - structure containing additional parameters. These are:
8 % - initcoeff Initial guess for the coefficients
9 % (optional)
10 % - to 1/(step size). It is larger than spectral norm
11 % of dictionary A (default is 0.1+(svds(A,1))^2)
12 % - lambda Lagrangian multiplier. Regulates shrinkage
13 % (default is 0.4)
14 % - iternum Inner-loop maximum iteration number
15 % (default is 1000)
16 % - epsilon Stopping criterion for iterative softthresholding
17 % (default is 1e-7)
18 % - map Debiasing. 0 = No, 1 = Yes (default is 0)
19 %
8 % Output: 20 % Output:
9 % x - sparse solution 21 % x - sparse solution
10 % cost - Objective cost 22 % cost - Objective cost
11 23
24 %
12 % Centre for Digital Music, Queen Mary, University of London. 25 % Centre for Digital Music, Queen Mary, University of London.
13 % This file copyright 2011 Ivan Damnjanovic. 26 % This file copyright 2011 Ivan Damnjanovic.
14 % 27 %
15 % This program is free software; you can redistribute it and/or 28 % This program is free software; you can redistribute it and/or
16 % modify it under the terms of the GNU General Public License as 29 % modify it under the terms of the GNU General Public License as