K-Means Advantages :
1) If variables are huge, then K-Means most of the times computationally faster than hierarchical clustering, if we keep k smalls.
2) K-Means produce tighter clusters than hierarchical clustering, especially if the clusters are globular.
K-Means Disadvantages :
1) Difficult to predict K-Value.
2) With global cluster, it didn't work well.
3) Different initial partitions can result in different final clusters.
4) It does not work well with clusters (in the original data) of Different size and Different density
1) If variables are huge, then K-Means most of the times computationally faster than hierarchical clustering, if we keep k smalls.
2) K-Means produce tighter clusters than hierarchical clustering, especially if the clusters are globular.
K-Means Disadvantages :
1) Difficult to predict K-Value.
2) With global cluster, it didn't work well.
3) Different initial partitions can result in different final clusters.
4) It does not work well with clusters (in the original data) of Different size and Different density
thanks
ReplyDeleteTo overcome this k-means disadvantages which algorithm we have to use
ReplyDeleteto overcome this either your problem should have some initial boundary constraints on the k values..or u cud optimization algorithms to minimise the cross-validation error..
DeleteYou can use the GMM clustering.
Deletehttp://scikit-learn.org/stable/modules/mixture.html
You can use the new direction in clustering i.e. DBSCAN and OPTICS
ReplyDeleteif k values are same in k means then why it is work? and how to pretend this problem
ReplyDeletethats means k1=2,k2=5,k3=2........
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