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The Silhouette: A Good Way to Let Different K Values Duke It Out
There is-by computing a score for your clusters called the silhouette.
The cool thing about the silhouette is that it's relatively agnostic to the value of k, so you can compare different values of k using this single score.
The Silhouette at a High Level: How Far Are Your Neighbors from You?
Taking the average of this calculation for each customer gives you the silhouette.
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