clustring with the same number of point inside each cluster

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Mehdi Foumani
Mehdi Foumani 2020-1-2
评论： David Morales 2022-10-3
I have x and y coordinate of a set of points resulting in matrix X. As I know, idx = kmeans(X,k) is designed in a way that I can fix the number of clusters to k. However, I want to fix an additional parameter too. I want to fix the number of points inside each cluster too.
Let me give a simple example. Assume we have 99 points (and thier x and y coordinate in matrix X). Also, we know that there should be 11 clusters (that is k) and each one of clusters should contains 9 points inside. Do you have any ideas how I can force MATLAB to put exactly 9 points inside each cluster? It would be nice if it can be also shown as plot or gscatter. Thanks
  2 个评论
Mehdi Foumani
Mehdi Foumani 2020-1-2
For example, assume the following code. Is it possible to have 11 clusters there (each with exactly 9 points inside)?
n=99;
x = randi([0 1000],n,1);
y = randi([0 1000],n,1);
all_xy=[x,y];
[idx,C] = kmeans(all_xy,11);
[~,idx] = pdist2(C,all_xy,'euclidean','Smallest',1);
gscatter(all_xy(:,1),all_xy(:,2),idx)
for i=1:n
text(all_xy(i,1),all_xy(i,2),num2str(idx(i)));hold on;
end

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回答（1 个）

Abhishek Kumar
Abhishek Kumar 2020-9-1
编辑：Abhishek Kumar 2020-9-18
Dear User,
As per my understanding you are able to use the k-means function in MATLAB, but you seek a functionality to fix number of points in each cluster as well. I would like to inform that such a functionality is not available right now with k-means functions. We, have recorded your issue and such a functionality might be available in upcoming releases.

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