Give an example of how specific clustering methods can be in

Give an example of how specific clustering methods can be integrated, for example, where one clustering algorithm is used as a preprocessing step for another. In addition, provide reasoning as to why the integration of two methods may sometimes lead to improved clustering quality and efficiency

Solution

The example can be used while doing data analysis by a company.This involves partitioning method which is used

to have various objects and the data is divided into partitions to be analysed.Morever we have another method

which is used along with this method which is hierarchical method. It is used to analyse data step by step and layer

by layer and at the same time the partitions.They work together to see what the data is doing exactly.

The integration is better because it allows to analyse the various aspects of data seperately as well as the working

of the data at various levels and layers.This shows the overall role of data in depth leading to quality and an in

increase in overall efficiency here.