Online incremental hierarchical classification resonance network

作者:

Highlights:

• OIHCRN enables online incremental class learning in hierarchical classification.

• OIHCRN is based on a novel classification network and has improved performance.

• OIHCRN reflects the class level dependency and simultaneously normalizes input online.

• OIHCRN-CE and OIHCRN-DL reduce the model complexity and improve performance.

• OIHCRN was applied to a multimedia recommendation system for digital storytelling.

摘要

•OIHCRN enables online incremental class learning in hierarchical classification.•OIHCRN is based on a novel classification network and has improved performance.•OIHCRN reflects the class level dependency and simultaneously normalizes input online.•OIHCRN-CE and OIHCRN-DL reduce the model complexity and improve performance.•OIHCRN was applied to a multimedia recommendation system for digital storytelling.

论文关键词:Hierarchical classification,Incremental class learning,Blocking method,Human-Computer/robot interaction,Multimedia recommendation

论文评审过程:Received 1 November 2019, Revised 25 June 2020, Accepted 22 September 2020, Available online 29 September 2020, Version of Record 29 September 2020.

论文官网地址:https://doi.org/10.1016/j.patcog.2020.107672