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Using Recommender Systems to Support Navigation in Concept Lattices

机译:使用推荐系统支持概念格中的导航

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Formal Concept Analysis (FCA) is a prominent field of Applied Mathematics grounded on the formalization of the notions of concept and concept hierarchy. Based on the expressive power of the graphical representation of knowledge clusters as order diagrams, FCA is an expanding field, rooted now mainly in Knowledge Discovery and AI. This paper is devoted to a new idea for concept lattice navigation, based on recommender systems and a local navigation approach. By this we overcome one of the main problems in this field and propose an intelligent navigation assistant through the conceptual hierarchy. At each step, the visualization is limited to a local view consisting of three levels in the concept lattice and a recommender system provides the necessary navigation assistance.
机译:形式概念分析(FCA)是应用数学的一个重要领域,其基础是概念和概念层次概念的形式化。基于知识集群以顺序图形式表示的表达能力,FCA是一个不断扩展的领域,目前主要植根于知识发现和AI。本文致力于基于推荐系统和局部导航方法的概念格导航的新思路。这样,我们克服了该领域的主要问题之一,并提出了一种通过概念层次结构的智能导航助手。在每个步骤中,可视化仅限于由概念格中的三个级别组成的局部视图,并且推荐系统提供必要的导航帮助。

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