Towards purchase prediction: A transaction-based setting and a graph-based method leveraging price information

作者:

Highlights:

• highlights

• A new form of transaction-based purchase prediction task is defined.

• Price and discount features are leveraged explicitly for purchase prediction task.

• The first study which exploits the graph-based model for purchase prediction task.

• The graph-based model achieves notable improvement than baseline models.

摘要

highlights•A new form of transaction-based purchase prediction task is defined.•Price and discount features are leveraged explicitly for purchase prediction task.•The first study which exploits the graph-based model for purchase prediction task.•The graph-based model achieves notable improvement than baseline models.

论文关键词:Purchase prediction,Graph-based method,e-commerce,Transaction-level data

论文评审过程:Received 29 June 2020, Revised 7 December 2020, Accepted 2 January 2021, Available online 22 January 2021, Version of Record 2 February 2021.

论文官网地址:https://doi.org/10.1016/j.patcog.2021.107824