replacing every columns of nan with the mean of each columns

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crixus
crixus 2015-3-19
编辑： crixus 2015-3-19
Hi all, i want to replace every columns of nan with the mean of each columns and i used the following code
median1 = nanmean(combinedatamat)
[rows, columns] = size(combinedatamat);
n = 0 ;
for col = 1 : columns
n = n + 1;
combinedatamat(isnan(combinedatamat(:,n))) = median1(1,n) ;
end
What i get is the first column of combinedatamat being replaced with the last columns of median1 while the rest of the columns in combinedatamat still contain NAN, can i know what is the error here ? thanks in advance
  1 个评论
crixus
crixus 2015-3-19
编辑：Guillaume 2015-3-19
median = nanmean(combinedatamat);
for n = 1 : size(combinedatamat,2)
for nn = 1:size(combinedatamat,1)
if (isnan(combinedatamat(nn,n)))
combinedatamat(nn,n) = median(:,n);
end
end
end
this seems to work well.

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采纳的回答

Guillaume
Guillaume 2015-3-19
A simple vectorised way of achieving what you want:
median1 = repmat(nanmean(combinedatamat), size(combinedatamat, 1), 1);
combinedatamat(isnan(combinedatamat)) = median1(isnan(combinedatamat))

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