Find-k: A New Algorithm for Finding the k in Partitioning Clustering Algorithms

Provided by: TechniaJOURNAL
Topic: Big Data
Format: PDF
Document clustering is an automatic grouping of text documents into clusters. These documents are clustered in such a way that documents within a cluster have high similarity in comparison to one another, and are dissimilar to documents in other clusters. Fast and high-quality document clustering algorithms play an important role in providing intuitive navigation and browsing mechanisms by organizing large amounts of information into a small number of meaningful clusters. In partitioning based algorithms, such as k-means and k-medoids, it is necessary to fix the value of k prior to carrying out the clustering task.

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