What is the main objective of Clustering? Give the categorization of Clustering Approaches. Also, explain how to evaluate the Clustering Algorithms?
Clustering in data mining and data warehousing is a technique aimed at grouping similar data points together based on certain characteristics, with the main objective of discovering inherent patterns and structures within the dataset. The primary goal is to divide a dataset into clusters or groups in such a way that items within the same cluster are more similar to each other than to those in other clusters.
Categorization of Clustering Approaches:
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