Mining Precision Interfaces From Query Logs

Mining Precision Interfaces From Query Logs
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从查询日志中挖掘精度接口

DOI:
10.1145/3299869.3319872
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发表时间:
2019
期刊:
SIGMOD
影响因子:
--
通讯作者:
Wu, Eugene
Wu, Eugene
中科院分区:
--
文献类型:
--
作者:
Zhang, Qianrui;Zhang, Haoci;Sellam, Thibault;Wu, Eugene

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交互式工具通过隐藏底层查询复杂性并为与分析相关的查询部分公开交互式小部件,使数据分析更高效,更易于最终用户访问。然而,创建定制的(即,精确的)接口是非常昂贵的,并且自动化方法是期望的。我们提出了一种语法方法,使用查询分析生成一个量身定制的接口。我们将接口部件建模为函数I(q)- > q',其修改当前分析查询q,并且将接口建模为其部件可以表达的查询集合。我们的系统,精度接口,分析输入查询之间的结构变化,从分析,并生成一个输出界面与小部件来表达这些变化。我们在Sloan Digital Sky Survey查询日志上的实验表明,Precision Interfaces可以为简单的意外任务生成有用的接口,我们的优化可以在> 10秒内从多达10,000个查询的日志中生成接口。
Interactive tools make data analysis more efficient and more accessible to end-users by hiding the underlying query complexity and exposing interactive widgets for the parts of the query that matter to the analysis. However, creating custom tailored (i.e., precise) interfaces is very costly, and automated approaches are desirable. We propose a syntactic approach that uses queries from an analysis to generate a tailored interface. We model interface widgets as functions I(q) - > q' that modify the current analysis query q, and interfaces as the set of queries that its widgets can express. Our system, Precision Interfaces, analyzes structural changes between input queries from an analysis, and generates an output interface with widgets to express those changes. Our experiments on the Sloan Digital Sky Survey query log suggest that Precision Interfaces can generate useful interfaces for simple unanticipated tasks, and our optimizations can generate interfaces from logs of up to 10,000 queries in >10s.
DOI: 10.1145/361952.361958
发表时间: 1973-02
影响因子: 22.7
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