Publications
2023
- Deep multimodal predictome for studying mental disordersHuman Brain Mapping, 2023
- Deep Generative Transfer Learning Predicts Conversion To Alzheimer’S Disease From Neuroimaging Genomics DataIn 2023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW), 2023
- Deep Generative Transfer Learning Predicts Conversion To Alzheimer’S Disease From Neuroimaging Genomics DataIn 2023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW), 2023
2022
- Two-Dimensional Attentive Fusion for Multi-Modal Learning of Neuroimaging and Genomics DataIn 2022 IEEE 32nd International Workshop on Machine Learning for Signal Processing (MLSP), 2022
- Statelets: Capturing recurrent transient variations in dynamic functional network connectivityHuman Brain Mapping, 2022
- Information Bottleneck for Multi-Task LSTMsIn NeurIPS 2022 Workshop on Information-Theoretic Principles in Cognitive Systems, 2022
- A deep generative multimodal imaging genomics framework for Alzheimer’s disease predictionIn 2022 IEEE 22nd International Conference on Bioinformatics and Bioengineering (BIBE), 2022
- Tri-clustering dynamic functional network connectivity identifies significant schizophrenia effects across multiple states in distinct subgroups of individualsBrain connectivity, 2022
- Clinical and cortical similarities identified between bipolar disorder I and schizophrenia: A multivariate approachFrontiers in Human Neuroscience, 2022
- Longitudinal Whole-Brain Functional Network Change Patterns Over A Two-Year Period In The ABCD DataIn 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI), 2022
2021
- Multi-modal deep learning of functional and structural neuroimaging and genomic data to predict mental illnessIn 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2021
- Statelets: A Novel Multi-Dimensional State-Shape Representation Of Brain Functional Connectivity DynamicsIn 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), 2021
-
2020
- NeuroMark: An automated and adaptive ICA based pipeline to identify reproducible fMRI markers of brain disordersNeuroImage: Clinical, 2020
2019
- N-BiC: A method for multi-component and symptom biclustering of structural MRI data: Application to schizophreniaIEEE Transactions on Biomedical Engineering, 2019