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SOPS: A System for Efficient Processing of Spatial-Keyword Publish/Subscribe

机译:SOPS:一种有效处理空间关键字发布/订阅的系统

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Massive amount of data that are geo-tagged and associated with text information are being generated at an unprecedented scale. These geo-textual data cover a wide range of topics. Users are interested in receiving up-to-date geo-textual objects (e.g., geo-tagged Tweets) such that their locations meet users' need and their texts are interesting to users. For example, a user may want to be updated with tweets near her home on the topic "dengue fever headache." In this demonstration, we present SOPS, the Spatial-Keyword Publish/Subscribe System, that is capable of efficiently processing spatial keyword continuous queries. SOPS supports two types of queries: (1) Boolean Range Continuous (BRC) query that can be used to subscribe the geo-textual objects satisfying a boolean keyword expression and falling in a specified spatial region; (2) Temporal Spatial-Keyword Top-k Continuous (TaSK) query that continuously maintains up-to-date top-k most relevant results over a stream of geo-textual objects. SOPS enables users to formulate their queries and view the real-time results over a stream of geo-textual objects by browser-based user interfaces. On the server side, we propose solutions to efficiently processing a large number of BRC queries (tens of millions) and TaSK queries over a stream of geo-textual objects.
机译:带有地理标记并与文本信息相关联的海量数据正在以前所未有的规模生成。这些地理文本数据涵盖了广泛的主题。用户对接收最新的地理文本对象(例如,带有地理标签的推文)感兴趣,这样他们的位置可以满足用户的需求,并且文本对用户来说很有趣。例如,用户可能希望在其家附近使用有关“登革热头痛”主题的推文进行更新。在此演示中,我们介绍了SOPS,即空间关键字发布/订阅系统,它能够有效处理空间关键字连续查询。 SOPS支持两种类型的查询:(1)布尔范围连续(BRC)查询,可用于订阅满足布尔关键字表达式并落入指定空间区域的地理文本对象; (2)时空关键字Top-k连续(TaSK)查询,可在地理文本对象流中连续保持最新的top-k最相关的结果。 SOPS使用户能够通过基于浏览器的用户界面制定查询并通过一系列地理文本对象查看实时结果。在服务器端,我们提出了一些解决方案,可通过一组地理文本对象有效地处理大量BRC查询(数千万)和TaSK查询。

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