Processing Sliding Windows over Disordered Streams

Hyeon Gyu Kim, Myoung-Ho Kim
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Abstract

Bursty and out-of-order tuple arrivals complicate the process of determining the content and boundary of sliding windows. To process windows over such streams, two issues need to be addressed: how to sort input tuples efficiently and how to estimate punctuations. In this paper, we focus on these issues to process sliding windows efficiently and accurately over disordered streams. Regarding the first, we propose an order- preserving hash method to sort input tuples in constant time. Regarding the second, we present an estimation method based on the maximum distance between input tuples and their means. Based on these proposed methods, we finally provide a structure of window operators.
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处理无序流上的滑动窗口
突兀和无序的元组到达使确定滑动窗口的内容和边界的过程复杂化。要在这样的流上处理窗口,需要解决两个问题:如何有效地对输入元组排序,以及如何估计标点符号。本文主要研究这些问题,以便在无序流上高效、准确地处理滑动窗口。对于第一种方法,我们提出了一种保持顺序的哈希方法来在常量时间内对输入元组进行排序。对于第二种,我们提出了一种基于输入元组与其均值之间最大距离的估计方法。在此基础上,给出了窗口操作符的结构。
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