Will a column either contain all zeros or not? In other words is it possible to have some zeros in a column, but not all zeros?
If a column either contains all zeros or none, you can do
X = ones(10,5);
X(:,3) = 0;
idx = find(~any(X,1));
fprintf('Column %2d is zero.\n',idx)
