Counterfactual explanations of tree based ensemble models for brain disease analysis with structure function coupling

Abstract Convergent evidence has suggested that the disruption of either structural connectivity (SC) or functional connectivity (FC) in the brain can lead to various neuropsychiatric disorders. Since changes in SC-FC coupling may be more sensitive than a single modality to detect subtle brain conne...

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Bibliographic Details
Main Authors: Shaolong Wei, Zhen Gao, Hongcheng Yao, Xiaoyu Qi, Mingliang Wang, Jiashuang Huang
Format: Article
Language:English
Published: Nature Portfolio 2025-03-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-92316-x
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