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: | Preston Putzel |
Institution: | University of California Irvine |
Department: | Computer Science |
Country: | |
Proposed Analysis: | My PHD advisor, Padhriac Smyth, and I plan on using ADNI to develop novel deep dynamic analysis of survival data. For this data this means using the clinical data history up to a given time to predict the probability of full onset of Alzheimer's Disease. We intend to extend the results of Bellot 2018 (link: http://www.vanderschaar-lab.com/papers/FINAL_A_Hierarchical_Bayesian_Model_for_Personalized_Survival_Predictions.pdf) by including RNN's which encode the clinical history of an individual, and make the approach dynamic since at any time we can form an updated encoding of clinical history up to time t. |
Additional Investigators | |
Investigator's Name: | Padhraic Smyth |
Proposed Analysis: | Deep dynamic survival analysis for time until full onset of AD. |