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: | Zhengji Xuan |
| Institution: | 华东理工大学 |
| Department: | Department of Computer Science and Engineering |
| Country: | |
| Proposed Analysis: | Our study focuses on the investigation of multimodal federated learning in medical impact. The hypothesis is that by utilizing federated learning, we can improve the performance of the system, considering that each client in the federated setting has two or more modalities of data. We will employ deep neural networks for feature extraction and prediction, and analyze the features to gain insights into the model and data distribution of each client. Data processing will be conducted using existing methods, with references provided to the relevant literature. Data processing is crucial to our study. We will analyze the application performance of our proposed model using experimental results on the Alzheimer's Disease Neuroimaging Initiative (ADNI) dataset. |
| Additional Investigators | |
| Investigator's Name: | Dongdong Li |
| Proposed Analysis: | Our study focuses on the investigation of multimodal federated learning in medical impact. The hypothesis is that by utilizing federated learning, we can improve the performance of the system, considering that each client in the federated setting has two or more modalities of data. We will employ deep neural networks for feature extraction and prediction, and analyze the features to gain insights into the model and data distribution of each client. Data processing will be conducted using existing methods, with references provided to the relevant literature. Data processing is crucial to our study. We will analyze the application performance of our proposed model using experimental results on the Alzheimer's Disease Neuroimaging Initiative (ADNI) dataset. |
