25 citations · 83 across the 18 of their papers we have counts for
3 papers · 1 filter
Estimating Missing Data in Temporal Data Streams Using Multi-directional Recurrent Neural Networks
Jinsung Yoon, William R. Zame, Mihaela van der Schaar
Missing data is a ubiquitous problem. It is especially challenging in medical settings because many streams of measurements are collected at different - and often irregular - times…
ToPs: Ensemble Learning with Trees of Predictors
Jinsung Yoon, William R. Zame, Mihaela van der Schaar
We present a new approach to ensemble learning. Our approach constructs a tree of subsets of the feature space and associates a predictor (predictive model) - determined by trainin…
Personalized Survival Predictions for Cardiac Transplantation via Trees of Predictors
J. Yoon, W. R. Zame, A. Banerjee +3
Given the limited pool of donor organs, accurate predictions of survival on the wait list and post transplantation are crucial for cardiac transplantation decisions and policy. How…