Mingxia Liu

DomainATM: Domain adaptation toolbox for medical data analysis

2023 · NeuroImage

Domain adaptation (DA) is an important technique for modern machine learning-based medical data analysis, which aims at reducing distribution differences between different medical datasets. A proper domain adaptation method can significantly enhance the statistical power …

Leveraging Brain Modularity Prior for Interpretable Representation Learning of fMRI

2024 · IEEE Transactions on Biomedical Engineering

Resting-state functional magnetic resonance imaging (rs-fMRI) can reflect spontaneous neural activities in the brain and is widely used for brain disorder analysis. Previous studies focus on extracting fMRI representations using machine/deep learning methods, but these …