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- W2387976580 abstract "In distributed data streams,the correlation analysis between data streams can be used to detect inner-relation of monitored objects.The paper presents an algorithm based on basic windows to measure correlations coefficient over distributed data streams.Formula for computing correlation coefficient is changed into so form which consisted of some factors that can be aggregated conveniently by method based on basic windows.Then factors among formula are counted respectively.In approach based on basic window,the data items among window are partitioned into a serial of basic windows,which are aggregated each.After window have been slidden random,previous partial results can be used to compute current window.Compared with aggregation on whole data items within window,the simulative experiment shows that the presented method can reduce the computing time of correlation coefficient on data streams." @default.
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- W2387976580 date "2007-01-01" @default.
- W2387976580 modified "2023-09-26" @default.
- W2387976580 title "Efficient approach to analyse correlations of distributed data streams" @default.
- W2387976580 hasPublicationYear "2007" @default.
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