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Clustering - An overview
Published on Feb 25, 200724135 Views
Clustering, or finding groups in data, is as old as machine learning itself, if not older. However, as more people use clustering in a variety of settings, the last few years we have brought unprecede
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Chapter list
Clustering - A tutorial overview00:00
Outline00:33
Selecting K02:39
The gap statistic13:47
Practicalities17:29
The KL statistic20:30
Stability methods for choosing K25:44
Clustering with outliers34:11
To come next45:24
Algorithms based on45:42
Kernel density estimation50:59
The Nugent-Stuetzle algorithm54:54
Mean shift algorithms01:05:11