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System and method for automatic clustering, sub-clustering and cluster hierarchization of search results in cross-referenced databases using articulation nodes

机译:使用关节节点在交叉引用数据库中对搜索结果进行自动聚类,子聚类和聚类分层的系统和方法

摘要

Within the context of a cross-referenced data-base, an initial “base-set” of results to a query is generated using any conventional search engine tool. The base-set is then expanded by adding to it entries referencing entries in the original set or referenced by those entries, in a possibly iterative manner. The resulting collection of entries and references is represented as a mathematical graph or network, amendable to graph theoretic analysis. Connected components within the graph form top-level clusters, and articulation nodes within these clusters are calculated. These articulation nodes serve as both navigational “gateways” and anchors for sub-clusters. Sub-clusters, consisting of the transitive descendants of the articulation nodes, are associated with each articulation node. The articulation nodes themselves then form a graph, which is analyzed further for prominence, and a hierarchy of articulation nodes is calculated. The resulting hierarchy consisting of the top-level clusters and the sub-clusters associated with the articulation nodes is then presented visually to users in a manner enabling them to easily navigate through the space of expanded search results.
机译:在交叉引用数据库的上下文中,使用任何常规搜索引擎工具都会生成查询结果的初始“基础集”。然后通过以可能的迭代方式向基础集添加引用原始集中的条目或这些条目引用的条目来扩展基本集。所得的条目和参考文献的集合表示为数学图或网络,可对图形理论分析进行修正。图中的连接组件形成顶层群集,并计算这些群集中的关节节点。这些关节节点既充当导航“网关”,又充当子集群的锚点。每个子节点都包含由子节点的可传递后代组成的子集群。然后,铰接节点自身形成一个图,对其进行突出分析,然后计算出铰接节点的层次结构。然后,以使用户能够轻松浏览扩展的搜索结果空间的方式,向用户直观地显示由顶层群集和与铰接节点关联的子群集组成的层次结构。

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