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ACSW
2004

Clustering Stream Data by Regression Analysis

14 years 25 days ago
Clustering Stream Data by Regression Analysis
In data clustering, many approaches have been proposed such as K-means method and hierarchical method. One of the problems is that the results depend heavily on initial values and criterion to combine clusters. In this investigation, we propose a new method to cluster stream data while avoiding this deficiency. Here we assume there exists aspects of local regression in data. Then we develop our theory to combine clusters using F values by regression analysis as criterion and to adapt to stream data. We examine experiments and show how well the theory works.
Masahiro Motoyoshi, Takao Miura, Isamu Shioya
Added 30 Oct 2010
Updated 30 Oct 2010
Type Conference
Year 2004
Where ACSW
Authors Masahiro Motoyoshi, Takao Miura, Isamu Shioya
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