function?[estFin?optFin?estHist?state]?=?...
????BiGAMP（gX?gA?gOut?problem?opt?state）
%?BiGAMP:??Bilinear?Generalized?Approximate?Message?Passing
%
%?The?BiG-AMP?algorithm?is?intended?for?the?estimation?of
%?random?matrices?A?and?X?observed?through?the?Markov?Chain
%
%???XA?->?Z?=?A*X?->?Y
%
%?where?the?components?of?X?and?A?are?independent?and?the?mapping?Z?->?Y?is
%?separable.?X?is?NxL?A?is?MxN?and?ZY?are?consequently?MxL.
%
%?INPUTS:
%?-------
%?gX:??An?input?estimator?derived?from?the?EstimIn?class
%????based?on?the?input?distribution?p_x_{nl}（x_nl）.
%?gA:??An?input?estimator?derived?from?the?EstimIn?class
%????based?on?the?input?distribution?p_a_{mn}（a_mn）.
%?gOut:??An?output?estimator?derived?from?the?EstimOut?class
%????based?on?the?output?distribution?p_{Y|Z}（y_ml|z_ml）.
%?problem:?An?objet?of?the?class?BiGAMPProblem?specifying?the?problem
%???setup?including?the?matrix?dimensions?and?observation?locations
%?opt?（optional）:??A?set?of?options?of?the?class?BiGAMPOpt.
%?state?（optional）:?A?structure?containing?all?the?values?needed?to?warm
%???start?BiG-AMP
%
%?OUTPUTS:
%?--------
%?estFin:?Structure?containing?final?BiG-AMP?outputs
%?optFin:?The?BiGAMPOpt?object?used
%?estHist:?Structure?containing?per?iteration?metrics?about?the?run
%?state:?The?values?of?all?parameters?required?to?warm?start?the?algorithm


%%?Setup

%?Get?options
if?（nargin?????opt?=?BiGAMPOpt（）;
elseif?（isempty（opt））
????opt?=?BiGAMPOpt（）;
end
nit?????=?opt.nit;??????????????%?number?of?iterations
nitMin??=?opt.nitMin;???????????%?minimum?number?of?iterations
step????=?opt.step;?????????????%?step?size
stepMin?=?opt.stepMin;??????????%?minimum?step?size
stepMax?=?opt.stepMax;??????????%?maximum?step?size
stepFilter?=?opt.stepFilter;????%?step?filter?setting?<1?for?no?effect
adaptStep?=?opt.adaptStep;??????%?adaptive?step?size
stepIncr?=?opt.stepIncr;????????%?step?inc?on?succesful?step
stepDecr?=?opt.stepDecr;????????%?step?dec?on?failed?step
stepWindow?=?opt.stepWindow;????%?step?size?check?window?size
verbose?=?opt.verbose;??????????%?Print?results?in?each?iteration
diagnostics?=?opt.diagnostics;??%?Save?diagnostic?information
tol?=?opt.tol;??????????????????%?Convergence?tolerance
stepTol?=?opt.stepTol;??????????%?minimum?allowed?step?size
pvarStep?=?opt.pvarStep;????????%?incldue?step?size?in?pvar/zvar
uniformVariance?=...
????opt.uniformVariance;????????%?use?scalar?variances
varNorm?=?opt.varNorm;??????????%?normalize?variances
compVal?=?adaptStep;????????????%?only?compute?cost?function?for?adaptive
maxBadSteps?=?opt.maxBadSteps;??%?maximum?number?of?allowed?bad?steps
maxStepDecr?=?opt.maxStepDecr;??%?amount?to?decrease?maxStep?after?failures
zvarToPvarMax?=?opt.zvarToPvarMax;??%?maximum?zvar/pvar?ratio

%This?option?was?included?for?testing?purposes?and?should?not?be?modified
gainMode?=?opt.gainMode;
if?gainMode?~=?1
????warning（...
????????‘Running?with?gainMode?other?than?1?is?not?recommended‘）?%#ok<*WNTAG>
end

%Warn?user?about?diagnostics

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2013-10-31?11:04??gampmatlab\
?????文件?????????323??2013-10-31?11:04??gampmatlab\svn_info.txt
?????目錄???????????0??2013-10-31?11:02??gampmatlab\trunk\
?????目錄???????????0??2013-10-31?11:02??gampmatlab\trunk\code\
?????目錄???????????0??2013-10-31?11:02??gampmatlab\trunk\code\BiGAMP\
?????文件???????26217??2013-10-29?16:51??gampmatlab\trunk\code\BiGAMP\BiGAMP.m
?????文件????????6692??2013-10-29?16:51??gampmatlab\trunk\code\BiGAMP\BiGAMPOpt.m
?????文件????????1206??2013-10-29?16:51??gampmatlab\trunk\code\BiGAMP\BiGAMPProblem.m
?????文件???????12670??2013-10-29?16:51??gampmatlab\trunk\code\BiGAMP\BiGAMP_Lite.m
?????文件???????26177??2013-10-30?13:38??gampmatlab\trunk\code\BiGAMP\BiGAMP_X2.m
?????文件?????????779??2013-10-18?09:31??gampmatlab\trunk\code\BiGAMP\checkOptions.m
?????文件?????????876??2013-10-16?13:16??gampmatlab\trunk\code\BiGAMP\coding_error.m
?????目錄???????????0??2013-10-31?11:02??gampmatlab\trunk\code\BiGAMP\comparison_codes\
?????目錄???????????0??2013-10-31?11:02??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\
?????文件????????1932??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\admm_srp.m
?????文件????????3362??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\bgfg_seperation_grasta.m
?????文件????????3039??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\bgtraining.m
?????文件???????18384??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\column.pdf
?????文件???????35821??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\GPL.txt
?????文件????????2217??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\grasta_mc.m
?????文件????????3652??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\grasta_mc_timing.m
?????文件?????????543??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\grasta_path.m
?????文件????????5759??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\grasta_RobustMC_demo.m
?????文件????????8469??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\grasta_stream.m
?????文件????????7804??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\LGPL.txt
?????文件?????????695??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\LICENSE.txt
?????目錄???????????0??2013-10-31?11:02??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\make_video\
?????文件????????2826??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\make_video\bgfg_seperation_mf.m
?????文件????????6567??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\make_video\bgfg_seperation_ReProCSmod.m
?????文件????????1011??2013-10-15?16:48??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\make_video\frames2matrix.m
?????目錄???????????0??2013-10-31?11:02??gampmatlab\trunk\code\BiGAMP\comparison_codes\grasta\make_video\inexact_alm_rpca\
............此處省略1019個文件信息