Choosing the appropriate clustering algorithm

Here are the criteria that helps to decide right clustering algorithm.

1. Nature of data
    Weather the data to be clustered is Numerical, Categorical or Mixed.

2. Set of inputs needed by the algorithms
    Some algorithms needs to specify number of clusters.

3. Size of the data sets
    Most clustering data requires multiple data scans. It can be critical in case of large data sets.