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
adaptStepBethe?=?opt.adaptStepBethe;?%Use?the?cost?computed?from?Bethe?free?energy
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

%Warn?about?beta?status?of?adaptBethe
if?adaptStepBethe
????warning（‘Bethe?based?step-size?selection?for?BiG-AMP?is?NOT?YET?CORRECT.?Do?not?use!‘）
end

%This?op

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----

?????文件??????16532??2012-02-16?11:41??matrixFactor\data\rankOneIter.eps

?????文件???????2898??2012-02-16?11:41??matrixFactor\data\rankOneSE.mat

?????文件??????14512??2012-02-16?11:41??matrixFactor\data\rankOneSim.eps

?????文件??????78733??2012-02-16?11:41??matrixFactor\data\rankOneTest_iter.mat

?????文件??????48765??2012-02-16?11:41??matrixFactor\data\rankOneTest_iterFac.mat

?????文件??????16513??2012-02-16?11:41??matrixFactor\data\rankOneTest_svd.mat

?????文件???????1815??2012-02-16?11:41??matrixFactor\rankOneBatch.m

?????文件???????6560??2012-02-16?11:41??matrixFactor\rankOneFit.m

?????文件???????1144??2012-02-16?11:41??matrixFactor\RankOneFitOpt.m

?????文件???????2423??2012-02-16?11:41??matrixFactor\rankOnePlot.m

?????文件???????3144??2012-02-16?11:41??matrixFactor\rankOneSE.asv

?????文件???????3371??2012-02-16?11:41??matrixFactor\rankOneSE.m

?????文件???????4982??2012-02-16?11:41??matrixFactor\rankOneTest.m

?????文件?????????69??2012-10-15?18:44??MRI\demo_cs_mri\@Emat_xy\ctranspose.m

?????文件????????108??2012-10-15?18:44??MRI\demo_cs_mri\@Emat_xy\Emat_xy.m

?????文件????????113??2012-10-15?18:44??MRI\demo_cs_mri\@Emat_xy\getElement.m

?????文件????????795??2012-11-05?16:15??MRI\demo_cs_mri\@Emat_xy\mtimes.m

?????文件?????????69??2012-10-15?18:44??MRI\demo_cs_mri\@Emat_xyt\ctranspose.m

?????文件????????390??2012-10-15?18:44??MRI\demo_cs_mri\@Emat_xyt\Emat_xyt.m

?????文件????????129??2012-10-15?18:44??MRI\demo_cs_mri\@Emat_xyt\getElement.m

?????文件????????909??2012-10-15?18:44??MRI\demo_cs_mri\@Emat_xyt\mtimes.m

?????文件?????????69??2012-10-15?18:44??MRI\demo_cs_mri\@TempFFT\ctranspose.m

?????文件????????109??2012-10-15?18:44??MRI\demo_cs_mri\@TempFFT\getElement.m

?????文件????????291??2012-10-15?18:44??MRI\demo_cs_mri\@TempFFT\mtimes.m

?????文件????????179??2012-10-15?18:44??MRI\demo_cs_mri\@TempFFT\TempFFT.m

?????文件?????????69??2012-10-15?18:44??MRI\demo_cs_mri\@TVOP\ctranspose.m

?????文件?????????79??2012-10-15?18:44??MRI\demo_cs_mri\@TVOP\getElement.m

?????文件?????????91??2012-10-15?18:44??MRI\demo_cs_mri\@TVOP\mtimes.m

?????文件????????475??2012-10-15?18:44??MRI\demo_cs_mri\@TVOP\private\adjD.m

?????文件????????383??2012-10-15?18:44??MRI\demo_cs_mri\@TVOP\private\D.m

............此處省略1172個文件信息