See test scores and detailed information for Timberwood Middle School in Humble, TX 77346. This Texas school is located at 18450 Timber Forest Drive and is in the Humble Independent School District Saved Homes
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.) 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.
Resolving the problem. Yes, it is unlikely that binary data can be clustered satisfactorily. To see why, consider what happens as the K-Means algorithm processes cases. For binary data, the Euclidean distance measure used by K-Means reduces to counting the number of variables on which two cases disagree.