Multi-task multi-modality SVM for early COVID-19 Diagnosis using chest CT data

作者：

Highlights：

• A novel MM-SVM method is presented to deal with various kinds of issues.

• Both multi-task learning and multi-modality learning are considered in our model.

• Synthetic and real data are employed to verify the effectiveness of the united model.

摘要

•A novel MM-SVM method is presented to deal with various kinds of issues.•Both multi-task learning and multi-modality learning are considered in our model.•Synthetic and real data are employed to verify the effectiveness of the united model.

论文关键词：COVID-19,Chest CT scans,SVM,Multi-task learning,Multi-modality fusion

论文评审过程：Received 5 July 2021, Revised 17 September 2021, Accepted 23 September 2021, Available online 4 October 2021, Version of Record 8 October 2021.

论文官网地址：https://doi.org/10.1016/j.ipm.2021.102782