Undefined function or variable "idxBest" in kmeans
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Hello,
I have been using kmeans function from the statistics toolbox (with matlab R2012a on both windows and macos). And it often (not always, depending on the data) crashes with the error:
Undefined function or variable "idxBest".
Error in kmeans(line 332)
idx = idxBest;
The function kmeans is called with the following option:
[indNew_nodes ctrs] = kmeans(elem,k,'emptyaction','drop');
where k = 15.
I have been googleing this error, and people have reported problems when elem has NAN values. But it is not the case here.
For instance, in the last crash, elem is a 2000*1 vector:
-100.0000
-100.0000
1.8656
1.8656
1.8656
1.8656
-100.0000
-100.0000
4.9147
-100.0000
-100.0000
4.9147
-100.0000
-100.0000
-100.0000
4.9147
4.9147
4.0652
-100.0000
4.0652
4.0652
-100.0000
-100.0000
-100.0000
-100.0000
4.0652
4.0652
-100.0000
4.0652
-100.0000
-100.0000
4.0652
4.0652
-100.0000
-100.0000
-100.0000
-100.0000
-100.0000
-100.0000
-100.0000
4.0652
-100.0000
4.0652
-100.0000
4.0652
-100.0000
4.0652
4.0652
4.0652
4.0652
-100.0000
4.0652
4.0652
-100.0000
4.0652
4.0652
4.0652
-100.0000
1.8656
-100.0000
1.8656
1.8656
1.8656
1.8656
-100.0000
1.8656
1.8656
4.9147
4.9147
4.9147
4.9147
-100.0000
4.9147
4.9147
-100.0000
-100.0000
-100.0000
4.0652
4.0652
4.0652
-100.0000
4.0652
-100.0000
4.0652
-100.0000
-100.0000
-100.0000
-100.0000
-100.0000
-100.0000
4.0652
-100.0000
4.0652
4.0652
-100.0000
4.0652
4.0652
-100.0000
-100.0000
4.0652
4.0652
4.0652
4.0652
-100.0000
-100.0000
-100.0000
-100.0000
4.0652
4.9147
4.9147
4.9147
-100.0000
4.9147
4.9147
4.9147
4.9147
4.9147
4.0652
4.0652
4.0652
4.0652
4.0652
4.0652
4.0652
-100.0000
4.0652
4.0652
4.0652
4.0652
-100.0000
-100.0000
4.0652
-100.0000
-100.0000
-100.0000
-100.0000
-100.0000
-100.0000
-100.0000
-100.0000
-100.0000
4.0652
-100.0000
-100.0000
4.0652
-100.0000
4.0652
4.0652
4.0652
4.0652
4.0652
-100.0000
4.0652
-100.0000
4.0652
-100.0000
-100.0000
-100.0000
4.9147
4.9147
4.9147
4.9147
4.9147
4.9147
-100.0000
4.9147
4.9147
-100.0000
1.1611
-100.0000
1.1611
-100.0000
1.1611
1.1611
-100.0000
1.1611
-100.0000
1.8656
-100.0000
-100.0000
1.8656
-100.0000
-100.0000
-100.0000
4.8754
-100.0000
-100.0000
-100.0000
-100.0000
-100.0000
1.8656
1.8656
-100.0000
1.8656
1.8656
1.8656
1.8656
-100.0000
1.8656
Can anybody help and tell me why I get these errors?
0 个评论
回答(2 个)
Sean de Wolski
2013-2-25
which -all kmeans
It looks like you have something shadowing the Statistics Toolbox's kmeans()
Tom Lane
2013-2-25
This looks like a bug. I can see it has been fixed in the toolbox source code for distribution in an upcoming release. From what I can tell, it can only happen if you use 'drop' as the value of 'EmptyAction'. Would it be satisfactory to use 'singleton' instead? If not, and you are willing to edit the kmeans.m file, you could change this line:
totsumD = sum(sumD);
to this:
totsumD = sum(sumD(nonempties));
2 个评论
Tom Lane
2013-3-1
You are right, if a cluster disappears, the function seeks to maintain the requested number of clusters by selecting the point as you describe.
If you see an error using 'singleton', especially if you've edited the file, I'd welcome an e-mail from you with instructions on how to reproduce that.
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