2 papers
cs.LG2018
Deep learning for comprehensive forecasting of Alzheimer's Disease progression
Charles K. Fisher, Aaron M. Smith, Jonathan R. Walsh +1
Most approaches to machine learning from electronic health data can only predict a single endpoint. Here, we present an alternative that uses unsupervised deep learning to simulate…
stat.ME2018
A Bayesian Approach to Multi-State Hidden Markov Models: Application to Dementia Progression
Jonathan P Williams, Curtis B Storlie, Terry M Therneau +2
People are living longer than ever before, and with this arises new complications and challenges for humanity. Among the most pressing of these challenges is of understanding the r…