Thursday, February 14, 2013

K-Means Clustering Advantages and Disadvantages

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



43 comments:

  1. To overcome this k-means disadvantages which algorithm we have to use

    ReplyDelete
    Replies
    1. to 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..

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    2. You can use the GMM clustering.
      http://scikit-learn.org/stable/modules/mixture.html

      Delete
  2. You can use the new direction in clustering i.e. DBSCAN and OPTICS

    ReplyDelete
  3. if k values are same in k means then why it is work? and how to pretend this problem

    ReplyDelete
  4. thats means k1=2,k2=5,k3=2........

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  5. For more detail go through this site...
    http://www.ijcem.org/papers42011/42011_26.pdf

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  7. Fuzzy c means is better than k means or not

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