Qetch:时间序列查询与表达草图

M. Mannino, A. Abouzeid
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引用次数: 16

摘要

按草图查询工具允许用户绘制模式草图,以便在时间序列数据库中搜索匹配项。先前的工作采用自下而上的设计方法:构建草图界面来反映流行的匹配算法的内部工作原理,如动态时间翘曲(DTW)或欧几里得距离(ED)。我们设计了Qetch,一个时间序列数据的按草图查询工具,自上而下。用户可以在无比例画布上自由绘制图案。通过研究人类如何绘制时间序列模式,我们开发了一种匹配算法来解释人类绘制错误。Qetch的自顶向下设计和新颖的匹配算法可以轻松构建表达性查询,包括草图上的正则表达式和多个时间序列上的查询。我们的演示展示了Qetch,并总结了我们对Qetch有效性的评估结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Qetch: Time Series Querying with Expressive Sketches
Query-by-sketch tools allow users to sketch a pattern to search a time series database for matches. Prior work adopts a bottom-up design approach: the sketching interface is built to reflect the inner workings of popular matching algorithms like Dynamic time warping (DTW) or Euclidean distance (ED). We design Qetch, a query-by-sketch tool for time series data, top-down. Users freely sketch patterns on a scale-less canvas. By studying how humans sketch time series patterns we develop a matching algorithm that accounts for human sketching errors. Qetch's top-down design and novel matching algorithm enable the easy construction of expressive queries that include regular expressions over sketches and queries over multiple time series. Our demonstration showcases Qetch and summarizes results from our evaluation of Qetch's effectiveness.
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