How do I run PCA on multiple cell arrays

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lil brain
lil brain 2022-4-13
评论： lil brain 2022-4-13
Hi,
I have a cell array (see attachment) where each cell contains an array with 21 columns (variables). Each cell represents a different participants and is of different length. I would like to run the PCA on each cell in the cell array and collect the outputs (coeff,score,latent,tsquared,explained,mu) for all participants.
The fucntion I want to use is the following with X being my cell array pre_data_1.
[coeff,score,latent,tsquared,explained,mu] = pca(X)
I am specifically interested in getting an "explained" that contains all the explained variables from each participant. In this variable each column should correspond to an explained variable from a cell/ participant.
I wonder if someone could help me with that?

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Image Analyst
Image Analyst 2022-4-13
Did you try something like
numCells = numel(X);
for k = 1 : numCells
% Extract contents of cell into array.
thisX = X{k};
% Do PCA and store results in more cell arrays.
[coeff{k},score{k},latent{k},tsquared{k},explained{k},mu{k}] = pca(thisX);
end
It's untested on your data. It's just off the top of my head.
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