Enhancing stock movement prediction with market index and curriculum learning

作者:

Highlights:

• Using market index to model time-varying market status.

• Modeling sample difficulty using two methods.

• Utilizing curriculum learning in stock movement prediction.

• Do experiments and analysis on CSI 500 index.

摘要

•Using market index to model time-varying market status.•Modeling sample difficulty using two methods.•Utilizing curriculum learning in stock movement prediction.•Do experiments and analysis on CSI 500 index.

论文关键词:Market index,Trading mode deviation,Price prediction uncertainty,Curriculum learning

论文评审过程:Received 17 May 2022, Revised 3 September 2022, Accepted 5 September 2022, Available online 12 September 2022, Version of Record 10 October 2022.

论文官网地址:https://doi.org/10.1016/j.eswa.2022.118800