Search Results for author: Brandon Ballinger

Found 1 papers, 0 papers with code

DeepHeart: Semi-Supervised Sequence Learning for Cardiovascular Risk Prediction

no code implementations7 Feb 2018 Brandon Ballinger, Johnson Hsieh, Avesh Singh, Nimit Sohoni, Jack Wang, Geoffrey H. Tison, Gregory M. Marcus, Jose M. Sanchez, Carol Maguire, Jeffrey E. Olgin, Mark J. Pletcher

We train and validate a semi-supervised, multi-task LSTM on 57, 675 person-weeks of data from off-the-shelf wearable heart rate sensors, showing high accuracy at detecting multiple medical conditions, including diabetes (0. 8451), high cholesterol (0. 7441), high blood pressure (0. 8086), and sleep apnea (0. 8298).

Cannot find the paper you are looking for? You can Submit a new open access paper.