A survey of serendipity in recommender systems

作者:

Highlights:

• We summarize most efforts on serendipity in recommender systems.

• We compare definitions of serendipity in recommender systems.

• We classify the state-of-the-art serendipity-oriented recommendation algorithms.

• We review methods to assess serendipity in recommender systems.

• We provide the future directions of serendipity in recommender systems.

摘要

•We summarize most efforts on serendipity in recommender systems.•We compare definitions of serendipity in recommender systems.•We classify the state-of-the-art serendipity-oriented recommendation algorithms.•We review methods to assess serendipity in recommender systems.•We provide the future directions of serendipity in recommender systems.

论文关键词:Novelty,Serendipity,Recommender systems,Evaluation metrics,Evaluation strategies,Algorithms

论文评审过程:Received 5 December 2015, Revised 9 August 2016, Accepted 10 August 2016, Available online 11 August 2016, Version of Record 23 September 2016.

论文官网地址:https://doi.org/10.1016/j.knosys.2016.08.014