Suppose that for a data set

There are m points and K clusters

Half the points and clusters are in ''more dense-'' regions:

Half the points and clusters are in "less dense" regions, and

The two regions are well separated from each other.

For the given data set (you can choose your own data set), which of the following

should concern in order to minimize the squared error when finding K clusters:

(a) Centroids should be equally distributed between more dense and less dense

regions.

(b) More centroids should be allocated to the less dense region.

(c) More centroids should be allocated to t-he denser region.