On Clustering Techniques for Change Diagnosis in Data Streams 1st Edition by Charu Aggarwal, Philip Yu 9783540463467

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ISBN 13: 9783540463467

Author: Charu C. Aggarwal; Philip S. Yu 

In recent years, data streams have become ubiquitous in a variety of applications because of advances in hardware technology. Since data streams may be generated by applications which are time-changing in nature, it is often desirable to explore the underlying changing trends in the data. In this paper, we will explore and survey some of our recent methods for change detection. In particular, we will study methods for change detection which use clustering in order to provide a concise understanding of the underlying trends. We discuss our recent techniques which use micro-clustering in order to diagnose the changes in the underlying data. We also discuss the extension of this method to text and categorical data sets as well community detection in graph data streams.

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