Coupling learning of complex interactions

作者:

Highlights:

• The concept of coupling and major coupling relationships.

• Coupling layers and forms appearing in complex data and applications.

• Modeling couplings, measuring couplings and the curse of couplings.

• A new theoretical framework for the next-generation recommender systems.

• Case studies of learning couplings in data mining and recommendation.

摘要

•The concept of coupling and major coupling relationships.•Coupling layers and forms appearing in complex data and applications.•Modeling couplings, measuring couplings and the curse of couplings.•A new theoretical framework for the next-generation recommender systems.•Case studies of learning couplings in data mining and recommendation.

论文关键词:Coupling learning,Coupling relationship,Interaction learning,Non-IIDness learning,Invisibility learning

论文评审过程:Received 5 January 2014, Revised 20 August 2014, Accepted 27 August 2014, Available online 22 September 2014.

论文官网地址:https://doi.org/10.1016/j.ipm.2014.08.007