作者
Patrick du Boucher-Ryan, Derek Bridge
发表日期
2005/12/12
图书
International Conference on Innovative Techniques and Applications of Artificial Intelligence
页码范围
205-218
出版商
Springer London
简介
We show how Formal Concept Analysis (FCA) can be applied to Collaborative Recommenders. FCA is a mathematical method for analysing binary relations. Here we apply it to the relation between users and items in a collaborative recommender system. FCA groups the users and items into concepts, ordered by a concept lattice. We present two new algorithms for finding neighbours in a collaborative recommender. Both use the concept lattice as an index to the recommender’s ratings matrix. Our experimental results show a major decrease in the amount of work needed to find neighbours, while guaranteeing no loss of accuracy or coverage.
引用总数
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学术搜索中的文章
P du Boucher-Ryan, D Bridge - … on Innovative Techniques and Applications of Artificial …, 2005