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Growth of Computer applications in most of the people and companies are wanted to work through computers. They mostly use computer to store and retrieve information. Data mining is organizing and retrieving information from large data set. Now a day's dataset may be dynamic. Text Document clustering is a passion or an interested area of data mining. Many of the clustering method needed for a new one requires better clustering approaches. A new proposal is an improved KLOA with feature selectiondoi:10.26438/ijcse/v6i7.245251 fatcat:kfvrbzaqnnfj7he3dob73likmm