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Article Dans Une Revue SIGKDD Explorations Année : 2014

A Social Formalism and Survey for Recommender Systems

Résumé

We present a general formalism for Recommender Systems based on Social Network Analysis. After introducing the classical categories of recommender systems, we present our Social Filtering formalism and show that it extends association rules, classical Collaborative Filtering and Social Recommendation, while providing additional possibilities. This allows us to survey the literature and illustrate the versatility of our approach on various publicly available datasets, comparing our results with the literature.
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Dates et versions

hal-01568658 , version 1 (25-07-2017)

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Daniel Bernardes, Mamadou Diaby, Raphaël Fournier, Françoise Fogelman-Soulié, Emmanuel Viennet. A Social Formalism and Survey for Recommender Systems. SIGKDD Explorations, 2014, 16 (2), pp.20--37. ⟨10.1145/2783702.2783705⟩. ⟨hal-01568658⟩
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