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Formal Concept Analysis in knowledge processing: A survey on models and techniques

机译:知识处理中的形式概念分析:模型和技术调查

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摘要

This is the first part of a large survey paper in which we analyze recent literature on Formal Concept Analysis (FCA) and some closely related disciplines using FCA. We collected 1072 papers published between 2003 and 2011 mentioning terms related to Formal Concept Analysis in the title, abstract and keywords. We developed a knowledge browsing environment to support our literature analysis process. We use the visualization capabilities of FCA to explore the literature, to discover and conceptually represent the main research topics in the FCA community. In this first part, we zoom in on and give an extensive overview of the papers published between 2003 and 2011 on developing FCA-based methods for knowledge processing. We also give an overview of the literature on FCA extensions such as pattern structures, logical concept analysis, relational concept analysis, power context families, fuzzy FCA, rough FCA, temporal and triadic concept analysis and discuss scalability issues.
机译:这是大型调查论文的第一部分,我们在其中分析了有关形式概念分析(FCA)和使用FCA的一些紧密相关学科的最新文献。我们收集了2003年至2011年之间发表的1072篇论文,在标题,摘要和关键字中提到了与形式概念分析有关的术语。我们开发了一个知识浏览环境来支持我们的文献分析过程。我们使用FCA的可视化功能来探索文献,发现并在概念上代表FCA社区中的主要研究主题。在第一部分中,我们放大并广泛概述了2003年至2011年之间发表的有关开发基于FCA的知识处理方法的论文。我们还概述了有关FCA扩展的文献,例如模式结构,逻辑概念分析,关系概念分析,电源上下文族,模糊FCA,粗略FCA,时间和三元概念分析,并讨论了可伸缩性问题。

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