• Select the area you would like to search.
  • ACTIVE INVESTIGATIONS Search for current projects using the investigator's name, institution, or keywords.
  • EXPERTS KNOWLEDGE BASE Enter keywords to search a list of questions and answers received and processed by the ADNI team.
  • ADNI PDFS Search any ADNI publication pdf by author, keyword, or PMID. Use an asterisk only to view all pdfs.
Principal Investigator  
Principal Investigator's Name: Ananya Ghosh
Institution: Vellore Institute of Technology (VIT), Vellore, India
Department: Computer Science and Technology
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