Computer scienceData scienceMachine learningClusteringClustering evaluation

Silhouette coefficient

Theory

Interpreting the plots

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Say we have the silhouette plots along with their clustering results for varies values of kk:

1)

A silhouette plot for 5 clusters, along with the visualization of the clustered data

2)

a silhouette plot for 4 clusters, along with the visualization of the clustered data

3)

a silhouette plot for 3 clusters, along with the visualization of the clustered data

4)

a silhouette plot for 6 clusters, along with the visualization of the clustered data

Judging by the plots above, which value of n_clusters is the best one? Your answer should contain the most appropriate value of the n_clusters parameter.

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