Machine learning model for diagnostic method prediction in parasitic disease using clinical information

作者:

Highlights:

• Parasite infection in patients was predicted.

• Diagnosis tools for parasitic disease were predicted.

• GradientBoost with SMOTE showed the promising results in binary and multi-classification.

摘要

•Parasite infection in patients was predicted.•Diagnosis tools for parasitic disease were predicted.•GradientBoost with SMOTE showed the promising results in binary and multi-classification.

论文关键词:Machine learning,Parasite,Diagnosis,Multi-classification,Binary-classification

论文评审过程:Received 15 February 2021, Revised 9 June 2021, Accepted 22 July 2021, Available online 26 July 2021, Version of Record 30 July 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.115658