使用推荐系统支持概念格中的导航

Flaviu Berbecariu, C. Săcărea, Diana Sotropa
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引用次数: 0

摘要

形式概念分析(FCA)是应用数学的一个重要领域,其基础是概念概念的形式化和概念层次。FCA是一个不断发展的领域,目前主要植根于知识发现(knowledge Discovery)和人工智能(AI)。本文提出了一种基于推荐系统和局部导航方法的概念格导航新思路。通过这种方法,我们克服了该领域的主要问题之一,并通过概念层次提出了一种智能导航助手。在每一步中,可视化被限制在由概念格中的三个层次组成的局部视图中,并且推荐系统提供必要的导航辅助。
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Using Recommender Systems to Support Navigation in Concept Lattices
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.
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