Unsupervised cross-domain functional MRI adaptation for automated major depressive disorder identification
Resting-state functional magnetic resonance imaging (rs-fMRI) data have been widely used
for automated diagnosis of brain disorders such as major depressive disorder (MDD) to …
for automated diagnosis of brain disorders such as major depressive disorder (MDD) to …
Unsupervised contrastive graph learning for resting‐state functional MRI analysis and brain disorder detection
Resting‐state functional magnetic resonance imaging (rs‐fMRI) helps characterize regional
interactions that occur in the human brain at a resting state. Existing research often attempts …
interactions that occur in the human brain at a resting state. Existing research often attempts …
Source-free collaborative domain adaptation via multi-perspective feature enrichment for functional MRI analysis
Resting-state functional MRI (rs-fMRI) is increasingly employed in multi-site research to
analyze neurological disorders, but there exists cross-site/domain data heterogeneity …
analyze neurological disorders, but there exists cross-site/domain data heterogeneity …
Improving the diagnosis of psychiatric disorders with self-supervised graph state space models
Single subject prediction of brain disorders from neuroimaging data has gained increasing
attention in recent years. Yet, for some heterogeneous disorders such as major depression …
attention in recent years. Yet, for some heterogeneous disorders such as major depression …
Harmonization techniques for machine learning studies using multi-site functional MRI data
In recent years, the collection and sharing of resting-state functional magnetic resonance
imaging (fMRI) datasets across multiple centers have enabled studying psychiatric disorders …
imaging (fMRI) datasets across multiple centers have enabled studying psychiatric disorders …
Augmentation-based Unsupervised Cross-Domain Functional MRI Adaptation for Major Depressive Disorder Identification
Y Ma, C Zhang, X Wang, Q Wang, L Cao… - arXiv preprint arXiv …, 2024 - arxiv.org
Major depressive disorder (MDD) is a common mental disorder that typically affects a
person's mood, cognition, behavior, and physical health. Resting-state functional magnetic …
person's mood, cognition, behavior, and physical health. Resting-state functional magnetic …