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Efficient Representation of Very Large Linked Datasets as Graphs

机译:高效表示非常大的链接数据集作为图形

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Large linked datasets are nowadays available on many scientific topics of interest and offer invaluable knowledge. These datasets are of interest to a wide audience, people with limited or no knowledge about the Semantic Web, that want to explore and analyse this information in a user-friendly way. Aiming to support such usage, systems have been developed that support such exploration they impose however many limitations as they provide to users access to a limited part of the input dataset either by aggregating information or by exploiting data formats, such as hierarchies. As more linked datasets are becoming available and more people are interested to explore them, it is imperative to provide an user-friendly way to access and explore diverse and very large datasets in an intuitive way, as graphs. We present here an off-line pre-processing technique, divided in three phases, that can transform any linked dataset, independently of size and characteristics to one continuous graph in the two-dimensional space. We store the spatial information of the graph, add the needed indices and provide the graphical information through a dedicated API to support the exploration of the information. Finally, we conduct an experimental analysis to show that our technique can process and represent as one continuous graph large and diverse datasets.
机译:如今,大型联动数据集目前可在许多科学主题上提供,并提供宝贵的知识。这些数据集对广泛的受众感兴趣,有限或没有关于语义网络的知识,希望以用户友好的方式探索和分析这些信息。针对支持这种用法,系统已经开发出支持此类探索,因此它们强加了许多限制,因为它们提供了通过聚合信息或利用数据格式来访问输入数据集的有限部分的限制,例如层次结构。随着更多链接的数据集是可用的,越来越多的人有兴趣探索它们,它必须以直观的方式提供用户友好的方式来访问和探索多样化的和非常大的数据集。我们在这里介绍一个离线预处理技术,分为三个阶段,可以将任何链接数据集独立于二维空间中的一个连续图形转换到一个连续图。我们存储图形的空间信息,添加所需的指数并通过专用API提供图形信息,以支持信息的探索。最后,我们进行了一个实验分析,以表明我们的技术可以处理并代表一个连续图和不同的数据集。

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