Extending Sliding-Window Semantics over Data Streams

Leisong Chen, Guoping Lin
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引用次数: 8

Abstract

Data stream processing is now commonplace in applications such as network monitoring, sensor networks, telecommunications data management, Web personalization, manufacturing and others. The continuous sliding-window query model is used widely in data stream management systems. However, the existing sliding window query models fail to answer some of the queries that qualify a certain condition. In this paper, we extended the existing sliding window to general scenarios by adding a new class of sliding window operator, termed condition-based sliding window. The condition can be defined over any attribute of data stream tuple in an out of order manner. We discuss the semantics of the operator and show that above method performs well for queries that qualify a certain condition.
在数据流上扩展滑动窗口语义
数据流处理现在在网络监控、传感器网络、电信数据管理、Web个性化、制造等应用中很常见。连续滑动窗口查询模型在数据流管理系统中得到了广泛应用。然而,现有的滑动窗口查询模型无法回答某些符合特定条件的查询。在本文中,我们通过增加一类新的滑动窗口算子,称为基于条件的滑动窗口,将现有的滑动窗口扩展到一般场景。条件可以以无序的方式定义在数据流元组的任何属性上。我们讨论了运算符的语义,并证明了上述方法对于满足特定条件的查询执行良好。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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