Robust multi-task feature selection with counterfactual explanation for schizophrenia identification using functional brain networks
The integration of multi-task feature selection and counterfactual explanation improves both the accuracy and interpretability of SZ identification. This approach provides valuable clinical insights by revealing the key functional connectivity features associated with SZ, which could assist in the development of more effective diagnostic tools.
Authors
- H. Raghav Rao (ORCID: https://orcid.org/0000-0002-2307-231X)
- Shaolong Wei
- Tiantian Chen (ORCID: https://orcid.org/0000-0001-6090-099X)
- Xinyan Yuan
- Hongcheng Yao
- Lingling Gu (ORCID: https://orcid.org/0000-0001-5483-8173)
- Yanyan He (ORCID: https://orcid.org/0000-0002-8385-6626)
- Ying Sun
Institutions
- Nantong University (CN)
- Jiangsu Vocational College of Medicine (CN)
Publication Details
- Journal
- Frontiers in Neuroscience
- Published
- 2025-07-21
- DOI
- https://doi.org/10.3389/fnins.2025.1609547
- Primary Topic
- Functional Brain Connectivity Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00