Research commentary on recommendations with side information: A survey and research directions.

Electronic Commerce Research and Applications(2019)

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摘要
•A comprehensive systematic survey on recommendation systems with side information.•Two orthogonal perspectives on identified for classifying and concluding literature.•Sufficient discussions and analysis are given for guiding research on this topic.•Potential directions are given for future research.
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关键词
Research commentary,Recommender systems,Side information,Memory-based methods,Latent factor models,Representation learning,Deep learning,Flat features,Social networks,Feature hierarchies,Knowledge graphs
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