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Principal Investigator  
Principal Investigator's Name: Junjie Liang
Institution: Pennsylvania State University
Department: Information Sciences and Technology
Country:
Proposed Analysis: Use hierarchical probabilistic graphical model (deep generative model) to perform density estimation on the ADNI data and then generate samples for further analysis. Our model is capable of: 1. Handle irregularly sampled, high-dimensional longitudinal data with complex correlation. 2. Generate brain image with normal or Alzheimer’s Disease for a specific subject at a specific time point. This will allow for counterfactual analysis. 3. Estimate the correlation between and across subjects at different time points.
Additional Investigators