430 citations · 995 across the 30 of their papers we have counts for
3 papers · 1 filter
Transfer Learning via Latent Factor Modeling to Improve Prediction of Surgical Complications
Elizabeth C Lorenzi, Zhifei Sun, Erich Huang +2
We aim to create a framework for transfer learning using latent factor models to learn the dependence structure between a larger source dataset and a target dataset. The methodolog…
Scalable Modeling of Multivariate Longitudinal Data for Prediction of Chronic Kidney Disease Progression
Joseph Futoma, Mark Sendak, C. Blake Cameron +1
Prediction of the future trajectory of a disease is an important challenge for personalized medicine and population health management. However, many complex chronic diseases exhibi…
Predictive Hierarchical Clustering: Learning clusters of CPT codes for improving surgical outcomes
Elizabeth C. Lorenzi, Stephanie L. Brown, Zhifei Sun +1
We develop a novel algorithm, Predictive Hierarchical Clustering (PHC), for agglomerative hierarchical clustering of current procedural terminology (CPT) codes. Our predictive hier…