Hierarchical classification for account code suggestion

作者：

Highlights：

• Bank reconciliation data holds key information for account code classifiers.

• Hierarchical classifiers are shown to improve accuracy for suggesting account codes.

• Exploiting relations with higher ranked parents can enhance post-processing schemes.

• Superior performances are achieved through better representation of financial text.

摘要

•Bank reconciliation data holds key information for account code classifiers.•Hierarchical classifiers are shown to improve accuracy for suggesting account codes.•Exploiting relations with higher ranked parents can enhance post-processing schemes.•Superior performances are achieved through better representation of financial text.

论文关键词：Hierarchical classification,Neural networks,Bookkeeping

论文评审过程：Received 30 August 2021, Revised 21 May 2022, Accepted 16 June 2022, Available online 22 June 2022, Version of Record 6 July 2022.

论文官网地址：https://doi.org/10.1016/j.knosys.2022.109302