Summarizing Order Statistics over Data Streams with Duplicates

Ying Zhang, Xuemin Lin, Yidong Yuan, Masaru Kitsuregawa, Xiaofang Zhou, Jeffrey Xu Yu · 2007

In this paper, we investigated the problem of approximately processing rank queries against distinct data elements in a data stream with the presence of duplicated data elements. Novel space and time efficient techniques are developed for continuously maintaining order statistics so that rank queries can be answered with a relative error guarantee. This is the first work providing the space and time efficient data stream techniques to process approximate rank queries with relative error guarantees against distinct data elements.

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