A Study on Clustering High Dimensional Data Using Hubness Phenomenon

Data mining is the non-trivial process of extracting information from the very large database. In recent years, data repository has a high dimensional data, which makes a complete search in most of the data mining problems leads computationally infeasible. To eradicate this problem clustering plays a vital role in handling low dimensional data and high dimensional data. Low dimensional data makes a task very simple and easy to cluster. High dimensional data is a crucial fact to cluster and it has to resolve using hubness phenomenon.

Provided by: Iosrjournals Topic: Big Data Date Added: Apr 2014 Format: PDF

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