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Dr. Liu has a background in machine learning, pattern recognition, and medical image analysis, leading a wide range of research spanning biomedical image reconstruction, processing, analysis, and neuroscience. Her primary research interest lies in studying pathological changes in the human brain by creating innovative machine learning and AI-based technologies for automated brain disease analysis. Current efforts are being directed to extending these works to harmonize multi-site data, integrate multiple data modalities (e.g., MRI, PET, fMRI, DTI, CSF, and genetics data), and apply the resulting analysis paradigms to a number of important clinical studies such as Alzheimer’s disease and major depressive disorder analysis.
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CLINICAL/RESEARCH INTERESTS:
Aging/Geriatrics, Autism, Bioinformatics, Biomedical Engineering, Computational Biology, Genetics, Genomics, Imaging, Pathology, Translational Medicine, Women's Health |