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Order matters ! Harnessing a world of orderings for reasoning over massive data

机译:订单很重要!利用订购世界来推理海量数据

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摘要

More and more applications require real-time processing of massive, dynamically generated, ordered data; order is an essential factor as it reflects recency or relevance. Semantic technologies risk being unable to meet the needs of such applications, as they are not equipped with the appropriate instruments for answering queries over massive, highly dynamic, ordered data sets. In this vision paper, we argue that some data management techniques should be exported to the context of semantic technologies, by integrating ordering with reasoning, and by using methods which are inspired by stream and rank-aware data management. We systematically explore the problem space, and point both to problems which have been successfully approached and to problems which still need fundamental research, in an attempt to stimulate and guide a paradigm shift in semantic technologies.
机译:越来越多的应用程序需要实时处理大量动态生成的有序数据。秩序是必不可少的因素,因为它反映了新近度或相关性。语义技术可能无法满足此类应用程序的需求,因为它们没有配备适当的工具来回答海量,高度动态,有序数据集上的查询。在此愿景文件中,我们认为应通过将排序与推理相结合以及使用受流和秩感知数据管理启发的方法,将某些数据管理技术导出到语义技术的上下文中。我们系统地探索问题空间,并指出已经成功解决的问题和仍然需要基础研究的问题,以试图激发和指导语义技术的范式转变。

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