MATLAB: Please help to vectorize this code.

for loopoptimize codepre-allocatevectorized

tic;
load 'CCA_result.mat';
CleanData1= CleanData1';
rows = size(CleanData1);
Result_cpei = zeros(1,rows(1));
for N = 1:1:rows
tmp=CPEI(CleanData1(N,:),0);
Result_cpei = [Result_cpei tmp];
save ('CPEI','Result_cpei');
end
The output is not a matter since I got the right output. The issue is can this code to be vectorized?

Best Answer

Start with avoiding to re-create the formerly pre-allocated output and do not overwrite the output file in each iteration:
Data = load('CCA_result.mat'); % Avoid dynamic creation of variables
CleanData1 = Data.CleanData1';
rows = size(CleanData1, 1); % Guessed, perhaps you want NUMEL or the 2nd dim
Result_cpei = zeros(1, rows); % Pre-allocation
for N = 1:rows
Result_cpei(N) = CPEI(CleanData1(N,:),0); % Write ionto pre-allocated array
end
save('CPEI.mat', 'Result_cpei');
If this can be vectorized depends on the contents of the function CPEI. If this function accepts a array as input, the code can be simplified to:
Data = load('CCA_result.mat');
CleanData1 = Data.CleanData1';
Result_cpei = CPEI(CleanData1,0);
save('CPEI.mat', 'Result_cpei');