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CLEANTAX: A Framework for Reasoning about Taxonomies

机译:CleanTax:关于分类的推理框架

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The CLEANTAX framework relates (aligns) taxonomies (inclusion hierarchies) to one another using relations drawn from the RCC-5 algebra. The taxonomies, represented as partial orders with additional constraints, can frequently (but not always) be represented with RCC-5 relations as well. Given two aligned taxonomies, CLEANTAX can infer new relations (articulations) between their concepts, detect inconsistent alignments, and merge taxonomies. Inference and inconsistency detection can be performed by a variety of reasoners, and in cases where all relations can be described by the RCC- 5 algebra, qualitative spatial reasoners may be applied/When inferring new articulations between taxonomies, CLEANTAX often poses many highly related queries of the nature "given what we know about the relations between two taxonomies, T_1 and T_2, what do we know about the relationship between concept A in T_1 and concept B in T_2?" This context of posing many (millions) of simple, but highly related queries motivates the need for qualitative reasoning systems that can perform batch jobs and leverage reasoning performed in the past to optimize answering queries about similar situations. This paper describes the CLEANTAX framework and argues for the development of benchmarks that take throughput into consideration, as well as single-query response time.
机译:CleanTax Framework使用从RCC-5代数绘制的关系,将分类学(包含层次结构)与彼此相互关联。分类为具有额外约束的部分订单,通常(但并非总是)与RCC-5的关系表示。考虑到两个对齐的分类,Cleantax可以在他们的概念之间推断出新的关系(关节),检测不一致的对齐,并合并分类。推断和不一致检测可以通过各种推理员进行,并且在rcc-5代数可以描述所有关系的情况下,可以应用定性空间推理员/在推断分类之间的新阐述时,CleanTax经常造成许多高度相关的查询“鉴于我们所知道的两个分类,T_1和T_2之间的关系,我们对T_2中T_1和概念B中概念A之间的关系了解的是什么?”这种构成许多(数百万)简单但高度相关的查询的背景激发了对可以执行批量作业的定性推理系统的需求,并利用过去执行的推理,以优化关于类似情况的回答查询。本文介绍了Cleantax框架,并争辩于开发吞吐量的基准,并考虑吞吐量,以及单查询响应时间。

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