A Sparse Multi-task Contrastive and Discriminative Learning Method with Feature Selection for Brain Imaging Genetics. - Jin Zhang 023; Muheng Shang; Qiang Xie; Minjianan Zhang; Duo Xi; Lei Guo 002; Junwei Han 001; Lei Du 001 (BIBM, 2022)

Identifying Disease-related Brain Imaging Quantitative Traits and Related Genetic Variations via A Bidirectional Association Learning Method. - Muheng Shang; Yan Yang; Minjianan Zhang; Jin Zhang 023; Duo Xi; Lei Guo 002; Lei Du 001 (BIBM, 2023)

FMRI-Guided Time-Symmetric Joint Model for Visual Attention Prediction. - Yaonai Wei; Chong Ma; Tianyang Zhong; Lei Du 001; Tuo Zhang; Songyao Zhang; Li Yang; Tianming Liu 001; Han Zhang; Zhibin He; Muheng Shang; Junwei Han 001 (BIBM, 2023)

Chat2Brain: A Method for Mapping Open-Ended Semantic Queries to Brain Activation Maps. - Yaonai Wei; Tianyang Zhong; Songyao Zhang; Xiao Li 024; Tuo Zhang; Lin Zhao 004; Zhengliang Liu; Muheng Shang; Tianming Liu 001; Han Zhang; Chong Ma; Lei Du 001; et al. (BIBM, 2023)

Identifying Main and Epistasis Effects of Genetic Variations on Neuroimaging Phenotypes Using Effective Feature Interaction Learning. - Jin Zhang 023; Qiang Xie; Muheng Shang; Duo Xi; Minjianan Zhang; Lei Guo 002; Lei Du 001 (BIBM, 2023)

Identification of Disease-Sensitive Brain Imaging Phenotypes and Genetic Factors Using GWAS Summary Statistics. - Duo Xi; Dingnan Cui; Jin Zhang 023; Muheng Shang; Minjianan Zhang; Lei Guo 002; Junwei Han 001; Lei Du 001 (MICCAI (5), 2023)

inMTSCCA: An Integrated Multi-task Sparse Canonical Correlation Analysis for Multi-omic Brain Imaging Genetics. - Lei Du 001; Jin Zhang 023; Ying Zhao; Muheng Shang; Lei Guo 002; Junwei Han 001 (Genom. Proteom. Bioinform., 2023)

A Co-contrastive Learning Method to Fuse Multi-modal Phenotypes and Identify Genetic Risk Variations. - Muheng Shang; Yan Yang; Jin Zhang 023; Daoqiang Zhang; Lei Du 001 (BCB, 2024)

Identification of disease-related genetic variants and imaging factors leveraging summary statistics. - Duo Xi; Dingnan Cui; Minjianan Zhang; Jin Zhang 023; Muheng Shang; Lei Guo 002; Lei Du 001; Junwei Han 001 (BIBM, 2024)

Disease Progression Prediction Incorporating Genotype-Environment Interactions: A Longitudinal Neurodegenerative Disorder Study. - Jin Zhang 023; Muheng Shang; Yan Yang; Lei Guo 002; Junwei Han 001; Lei Du 001 (MICCAI (3), 2024)

Mutual-assistance learning for trustworthy biomarker discovery and disease prediction. - Jin Zhang; Yan Yang; Muheng Shang; Lei Guo; Daoqiang Zhang; Lei Du (Briefings Bioinform., 2024)

A Multi-Task Deep Feature Selection Method for Brain Imaging Genetics. - Chenglin Yu; Shu Zhang 006; Muheng Shang; Lei Guo 002; Junwei Han 001; Lei Du 001 (IEEE ACM Trans. Comput. Biol. Bioinform., 2024)

Identification of Genetic Risk Factors Based on Disease Progression Derived From Longitudinal Brain Imaging Phenotypes. - Lei Du 001; Ying Zhao; Jianting Zhang; Muheng Shang; Jin Zhang 023; Junwei Han 001 (IEEE Trans. Medical Imaging, 2024)