How to Reassign Wrong cluster Values.

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Hello, I hope you are doing well. I have the dataset,Which is wrongly clusters into 4 cluster, but there should be 3 Clusters.
The cluster 2 (cell 2) and cluster 3 (cell 3) have almost similar values. I want to rearrange the clusters to make 3 clusters
How can i do that in Matlab. Can anybody help me with that?

采纳的回答

Image Analyst
Image Analyst 2022-12-15
How are you clustering it? If you use kmeans you can tell it (force it) to use 4 clusters and it will find 4 clusters.
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Med Future
Med Future 2022-12-16
@Image Analyst The all four columns are the features which are used to identify the cluster.
I used column 2 and column 4 for K-means clustering.
Image Analyst
Image Analyst 2022-12-16
Your data called "clusters" has 4 datasets, so why do you say that there should be 3? When you run it, it looks like 4 clusters is reasonable. Which sets should be combined? And when you told kmeans there were 3, which sets did it combine?
s = load('Dataset.mat')
s = struct with fields:
clusters: {4×1 cell}
ca = s.clusters;
plotColors = lines(numel(ca));
% Plot first 3 columns
for k = 1 : numel(ca)
thisCluster = ca{k};
plot(thisCluster(:, 2), thisCluster(:, 4), '.', 'Color', plotColors(k, :), 'MarkerSize', 40)
hold on
end
xlabel('Column2')
ylabel('Column4')
grid on

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更多回答(1 个)

Jiri Hajek
Jiri Hajek 2022-12-14
Hi, your clusters contain just matrices organized in four columns, so you can easily e.g. put two of them together (concatenate versitcally) like this:
clusters{3} = [clusters{3};clusters{4}];
And to remove the fourth cluster, you can use:
clusters = clusters(1:3);
  3 个评论
Jiri Hajek
Jiri Hajek 2022-12-14
编辑:Jiri Hajek 2022-12-14
Since you did not mention any specific algorithm, this was actually a valid response.:-) But jokes aside, try to explain what you need. You want to rearrange but not to merge - so perhaps you should try to explain wat you want to achieve with the data, exactly.
Med Future
Med Future 2022-12-15
@Jiri Hajek Let me explain this to you, I have apply clustering algorithm on this, There should be 3 Clusters, but the clustering algorithm solve this into 4 clusters
The cell 2 and cell 3 are mostly similar values, we want to apply any algorithm which have similar values or values near to each other should be in 1 cell.

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