matrix addition skipping NaN values
I would like to do element wise addition over matrices while skipping NaN values. MATLAB and Octave have nansum, but it does column wise addition within a matrix.
Let:
a开发者_如何学编程 = NaN * zeros(3)
b = ones(3)
I want:
c = nan+(a, b)
and
c = b
and:
d = nan+(a,a)
and
d = a
You can still use nansum, if you catenate your n-d arrays along the n+1st dimension.
For 2D
% commands de-nested for readability. You can do this with a single line, of course
tmp = cat(3,a,b);
c = nansum(tmp,3);
The general case
function out = nansumByElement(A,B)
%NANSUMBYELEMENT performs an element-wise nansum on the n-D arrays A and B
% A and B have to have the same size
% test input
if nargin < 2 || isempty(A) || isempty(B) || ndims(A)~=ndims(B) || ~all(size(A)==size(B))
error('please pass two non-empty arrays of the same size to nansumByElement')
end
% calculate output
nd = ndims(A); % get number of dimensions
% catenate and sum along n+1st dimension
out = nansum(cat(nd+1,A,B),nd+1);
a_fixed = a;
a_fixed(isnan(a)) = 0;
b_fixed = b;
b_fixed(isnan(b)) = 0;
c = a_fixed.+b_fixed;
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