“Do not deceive me anymore!” interpretation through model design and visualization for instagram counterfeit seller account detection

作者：

Highlights：

• Proposed a deep learning model to detect counterfeit seller accounts on Instagram.

• Image and text classifiers can be used individually according to the purpose.

• A visual analysis method is used to increase the interpretability of the model.

• Human and machine judgments are compared to distinguish counterfeit seller accounts.

摘要

•Proposed a deep learning model to detect counterfeit seller accounts on Instagram.•Image and text classifiers can be used individually according to the purpose.•A visual analysis method is used to increase the interpretability of the model.•Human and machine judgments are compared to distinguish counterfeit seller accounts.

论文关键词：Deep learning,User experience,Instagram,Social problem,Multimodal ensemble model,Explainable artificial intelligence

论文评审过程：Received 1 February 2021, Revised 18 July 2022, Accepted 25 July 2022, Available online 6 August 2022, Version of Record 12 August 2022.

论文官网地址：https://doi.org/10.1016/j.chb.2022.107418