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alignWithCPM.m
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alignWithCPM.m
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function Xaligned = alignWithCPM(X)
X = squeeze(X);
setenv('log_level', '1');
USE_SPLINE = 1;
oneScaleOnly = 1;
maxIter = 1;
numCtrlPts = 10;
extraPercent = 0.05;
learnGlobalScaleFactor = 1;
lambda = 0;
nu = 0;
myThresh=10^-5;
learnStateTransitions=0;
learnEmissionNoise=1;
learnLatentTrace=0;
saveDir = [];
saveName = [];
initLatentTrace=[];
classesTrain = {};
classesTrain{1} = 1:size(X, 1);
[result ~, ~ , ~] = trainTestEMCPM(...
X(:, :), 1:size(X, 1),[],classesTrain,[],...
USE_SPLINE,oneScaleOnly,maxIter,numCtrlPts,extraPercent,...
lambda,nu,myThresh, learnStateTransitions,learnGlobalScaleFactor,...
learnEmissionNoise,learnLatentTrace,saveDir,saveName,initLatentTrace);
% trainTestEMCPM produces twice as long response as output. We just choose every second value to shirk it.
Xaligned = reshape(result{1}.uMat(:, 5:2:(end-5)), [size(X, 1), 1, size(X, 2)]);
end