There are many active research projects accessing and applying shared ADNI data. Use the search above to find specific research focuses on the active ADNI investigations. This information is requested annually as a requirement for data access.
| Principal Investigator | |
| Principal Investigator's Name: | Ananya Ghosh |
| Institution: | Vellore Institute of Technology (VIT), Vellore, India |
| Department: | Computer Science and Technology |
| Country: | |
| Proposed Analysis: | Federated Average Distillation Conditional Mutual Meta Analysis in Alzheimer’s Detection. In this work, we propose a FedADCMMA learning Algorithm (Federated Average Distillation Conditional Mutual Meta Analysis Learning) to improve the performance by considering decentralized data of clients, model training by averaging the parameters learnt by each model from client after returning to server and model distillation helps learning for individual client models through mutual consensus knowledge distillation while preserving data privacy and finally conditional mutual learning helps considering the clients' local performance and the similarity between clients and mutual learning improving performance. Dataset Needed: ADNI - Alzheimer’s Disease Neuroimaging Initiative MRI and PET images, genetics, cognitive tests, CSF and blood biomarkers as predictors of the disease |
| Additional Investigators |
