Silhouette plot and fuzzy c-means

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med-sweng
med-sweng 2013-12-31
评论： Walter Roberson 2013-12-31
I'm trying to use Silhouette plot with fuzzy c-means in a way similar to the example here.
The case is that my data is in the form of an image.
When I did the following:
I=imread('img.png');
[center,U,obj_fcn] = fcm(I, 2);
I got the following error:
Error using *
MTIMES is not fully supported for integer classes. At least one input
must be scalar.
To compute elementwise TIMES, use TIMES (.*) instead.
Error in stepfcm (line 25)
center = mf*data./((ones(size(data, 2), 1)*sum(mf'))'); % new center
Error in fcm (line 88)
[U, center, obj_fcn(i)] = stepfcm(data, U, cluster_n, expo);
Thanks.
EDIT
The example link is here: http://www.mathworks.com/help/stats/silhouette.html (create Silhouette plot)

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回答（1 个）

Walter Roberson
Walter Roberson 2013-12-31
[center,U,obj_fcn] = fcm(double(I), 2);
  2 个评论
med-sweng
med-sweng 2013-12-31
编辑：Walter Roberson 2013-12-31
I'm trying to follow the example here. http://www.mathworks.com/help/stats/silhouette.html (Create silhouette plot). This is why I showed the way I showed in my example.
But, when I use the way you have showed, are there any changes to do in order to plot the Silhouette?
Walter Roberson
Walter Roberson 2013-12-31
The sample code you are looking at creates data using rand(), which generates floating point data. You created your data using imread(), which is going to result in some integer data type, typically uint8. fcm() is not designed to be able to operate on integer data types, so pass in the double precision equivalent of the integers by calling double() on the data as I showed.
You might have to pass double(I) into silhouette() but you could try it.

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