How do I iterate through each element in an n-dimensional matrix in MATLAB?
Solution 1
You can use linear indexing to access each element.
for idx = 1:numel(array)
element = array(idx)
....
end
This is useful if you don't need to know what i,j,k, you are at. However, if you don't need to know what index you are at, you are probably better off using arrayfun()
Solution 2
As pointed out in a few other answers, you can iterate over all elements in a matrix A
(of any dimension) using a linear index from 1
to numel(A)
in a single for loop. There are also a couple of functions you can use: arrayfun
and cellfun
.
Let's first assume you have a function that you want to apply to each element of A
(called my_func
). You first create a function handle to this function:
fcn = @my_func;
If A
is a matrix (of type double, single, etc.) of arbitrary dimension, you can use arrayfun
to apply my_func
to each element:
outArgs = arrayfun(fcn, A);
If A
is a cell array of arbitrary dimension, you can use cellfun
to apply my_func
to each cell:
outArgs = cellfun(fcn, A);
The function my_func
has to accept A
as an input. If there are any outputs from my_func
, these are placed in outArgs
, which will be the same size/dimension as A
.
One caveat on outputs... if my_func
returns outputs of different sizes and types when it operates on different elements of A
, then outArgs
will have to be made into a cell array. This is done by calling either arrayfun
or cellfun
with an additional parameter/value pair:
outArgs = arrayfun(fcn, A, 'UniformOutput', false);
outArgs = cellfun(fcn, A, 'UniformOutput', false);
Solution 3
One other trick is to use ind2sub
and sub2ind
. In conjunction with numel
and size
, this can let you do stuff like the following, which creates an N-dimensional array, and then sets all the elements on the "diagonal" to be 1.
d = zeros( 3, 4, 5, 6 ); % Let's pretend this is a user input
nel = numel( d );
sz = size( d );
szargs = cell( 1, ndims( d ) ); % We'll use this with ind2sub in the loop
for ii=1:nel
[ szargs{:} ] = ind2sub( sz, ii ); % Convert linear index back to subscripts
if all( [szargs{2:end}] == szargs{1} ) % On the diagonal?
d( ii ) = 1;
end
end
Solution 4
You could make a recursive function do the work
- Let
L = size(M)
- Let
idx = zeros(L,1)
- Take
length(L)
as the maximum depth - Loop
for idx(depth) = 1:L(depth)
- If your depth is
length(L)
, do the element operation, else call the function again withdepth+1
Not as fast as vectorized methods if you want to check all the points, but if you don't need to evaluate most of them it can be quite a time saver.
Solution 5
these solutions are more faster (about 11%) than using numel
;)
for idx = reshape(array,1,[]),
element = element + idx;
end
or
for idx = array(:)',
element = element + idx;
end
UPD. tnx @rayryeng for detected error in last answer
Disclaimer
The timing information that this post has referenced is incorrect and inaccurate due to a fundamental typo that was made (see comments stream below as well as the edit history - specifically look at the first version of this answer). Caveat Emptor.
Comments
-
rlbond almost 4 years
I have a problem. I need to iterate through every element in an n-dimensional matrix in MATLAB. The problem is, I don't know how to do this for an arbitrary number of dimensions. I know I can say
for i = 1:size(m,1) for j = 1:size(m,2) for k = 1:size(m,3)
and so on, but is there a way to do it for an arbitrary number of dimensions?
-
gnovice about 15 yearsI can't quite see how that ordering of loops will iterate over all elements of a matrix. For example, if you have a 3-by-4 matrix (with 12 elements), your inner loop will only iterate 7 times.
-
Erich Mirabal about 15 yearsit should iterate over each dimension of the matrix. THe outer loop iterates over the dimension, the inner loop over the size of that dimension. At least, that's the idea. As everyone else is stating, if all he wants is each cell, liner indexing is best. If he wants to iterate over each dimension, he'll have to do something similar to this.
-
Erich Mirabal about 15 yearsalso, thanks for editing. my link was kinda convoluted and just would not work right using the usual linking way. Also, to expand my statement: he would still have to do a lot of other tracking of the index (using like a counter or something like that). I think you or Andrew's approach would be easier for what I think he is trying to do.
-
Phillip Cloud almost 12 years+1 for showing a good example of how MATLAB breaks duck typing.
-
knedlsepp over 9 yearsAlso, if you wanted to recover the indices for some reason, you still could using these two simple commands:
I = cell(1, ndims(array)); [I{:}] = ind2sub(size(array),idx);
. -
rayryeng about 9 years
1 : array(:)
is equivalent to1 : array(1)
. This doesn't iterate through all of elements which is why your run-times are quick. Moreover,rand
generates floating-point numbers, and so doing1 : array(:)
would produce an empty array as your statement is trying to find an increasing vector with its initial value as 1 with an ending value as a floating point number with a range of[0,1)
exclusive of 1 in increasing steps of 1. There is no such possible vector, which results in an empty vector. Yourfor
loop doesn't run, and so your claim is false. -1 vote. sorry. -
mathcow about 9 years@rayryeng you are not right. array(:) is not equivalent to 1 : array(1). It likes
reshape(...)
. -
mathcow about 9 years@rayryeng matlab r2013a + linux - it works! ;) I just ran that code too
-
rayryeng about 9 yearsType on
1 : array(:)
in your command prompt after creatingarray
. Do you get an empty matrix? if yes then your code doesn't work. I'm leaving my vote because you are giving false information. -
mathcow about 9 years@rayryeng i'm understanding! yes, you are right, sorry for foolish dispute
-
rayryeng about 9 yearsThat's fine. Now your answer is correct.... Though not very different from the other answers. I'm removing my downvote.