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Introduction to formal concept analysis and its applications in reliability engineering

机译:正式概念分析及其在可靠性工程中的应用介绍

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摘要

Formal Analysis of Concepts (FCA) is a method of data analysis that helps to study the relationship between a set of objects and a set of attributes (the formal context). FCA not only allows detecting data groups (concepts) and their graphical visualization, but also extracting rules that could reveal the underlying structure of the analyzed context. The main idea of this paper is to present the fundamentals of FCA and how it can be used in reliability engineering problems. To this aim, examples in reliability engineering, from both the literature and authors' experience, have been selected for analysis. Comments on the new insights provided by FCA are also highlighted. Finally, the results from the examples selected show that other reliability areas could benefit from using an FCA-based approach.
机译:对概念的正式分析(FCA)是一种数据分析方法,有助于研究一组对象和一组属性(正式上下文)之间的关系。 FCA不仅允许检测数据组(概念)及其图形可视化,还允许提取可以揭示分析的上下文的基础结构的规则。本文的主要思想是介绍FCA的基础以及如何在可靠性工程问题中使用。为此目的,从文献和作者经验中选择了可靠性工程的示例,已被选中进行分析。还突出了关于FCA提供的新见解的评论。最后,所选择的示例的结果表明,其他可靠性区域可以从使用基于FCA的方法受益。

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