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A Hierarchy-Aware Approach to the Multiaspect Text Categorization Problem

机译:一种用于多方面文本分类问题的层次感知方法

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We advance our work on a special text categorization problem, the multiaspect text categorization, introduced in our previous works. In general case, it assumes a hierarchy of categories, and documents are assigned to leaves of a category but within categories documents are further structured into sequences of documents, referred to as cases. This is much more complex than the classic text categorization. Previously, we proposed a number of approaches to deal the above problem but we took into account to a limited extent hierarchies occurring in the definition of the problem. Here, we we start with one of our best approaches proposed so far and extend it by assuming that categories are arranged into a hierarchy, and that there is a hierarchical relation between a category and its offspring cases.
机译:我们将在以前的工作中介绍的特殊文本分类问题(多方面文本分类)上推进工作。在一般情况下,它假定类别为层次结构,并且将文档分配给类别的叶,但是在类别内,文档进一步构造为文档序列,称为案例。这比经典的文本分类要复杂得多。以前,我们提出了多种方法来解决上述问题,但是在有限的程度上考虑了问题定义中出现的层次结构。在这里,我们从到目前为止提出的最好的方法之一开始,并通过假设类别按层次结构排列,并且类别与其后代案例之间存在层次关系来扩展它。

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