Automatically changing modules in modular ontology development and management

Z. C. Khan, C. Maria Keet
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引用次数: 2

Abstract

Modularity has been proposed as a solution to deal with large ontologies. This requires, various module management tasks, such as swapping an outdated module for a new one or a computationally costly one for a leaner fragment. No mechanism exists to exchange an arbitrary module automatically. To solve this manual task, we modify the SUGOI algorithm into SUGOI-Gen; with SUGOI-Gen, one can swap any module within a modular system, implemented it, and wrapped a GUI around it. We carried out an experimental evaluation with six ontologies covering three different use-cases to determine whether arbitrary interchangeability is practically doable, and to what extent such changes affect the quality of the module and automated reasoning over it. The results are positive, with the success rate varying between 22--100% depending on the number of mappings between the source and target module. The evaluation also revealed that the interchangeability does indeed have an impact on a module's metrics. Regarding reasoning, when comparing an original ontology to one where a module has been swapped, the processing time is greatly improved for all except one of the swapped modules in the set.
模块化本体开发与管理中的模块自动变更
模块化已被提出作为处理大型本体的解决方案。这需要执行各种模块管理任务,例如将过时的模块替换为新的模块,或者将计算成本较高的模块替换为更精简的片段。不存在自动交换任意模块的机制。为了解决这一手工任务,我们将SUGOI算法修改为SUGOI- gen;使用SUGOI-Gen,可以在模块化系统中交换任何模块,实现它,并围绕它包装GUI。我们对涵盖三个不同用例的六个本体进行了实验评估,以确定任意互换性是否实际可行,以及此类更改在多大程度上影响模块的质量和对其进行自动推理。结果是积极的,成功率在22% -100%之间变化,具体取决于源模块和目标模块之间的映射数量。评估还揭示了互换性确实对模块的度量有影响。在推理方面,当将原始本体与模块交换后的本体进行比较时,除了交换后的一个模块外,其余模块的处理时间都大大缩短。
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