Joseph Futoma

Publication Activity (10 Years)

Years Active: 2016-2020
Publications (10 Years): 6

Top Topics

Gaussian Process

Hyperparameters

Top Venues

Publications

Mark P. Sendak, Madeleine Clare Elish, Michael Gao, Joseph Futoma, William Ratliff, Marshall Nichols, Armando Bedoya, Suresh Balu, Cara O'Brien
"The human body is a black box": supporting clinical decision-making with deep learning. FAT* (2020)
Mark P. Sendak, Madeleine Clare Elish, Michael Gao, Joseph Futoma, William Ratliff, Marshall Nichols, Armando Bedoya, Suresh Balu, Cara O'Brien
"The Human Body is a Black Box": Supporting Clinical Decision-Making with Deep Learning. CoRR (2019)
Joseph Futoma, Sanjay Hariharan, Katherine A. Heller, Mark P. Sendak, Nathan Brajer, Meredith Clement, Armando Bedoya, Cara O'Brien
An Improved Multi-Output Gaussian Process RNN with Real-Time Validation for Early Sepsis Detection. MLHC (2017)
Joseph Futoma, Sanjay Hariharan, Katherine A. Heller
Learning to Detect Sepsis with a Multitask Gaussian Process RNN Classifier. ICML (2017)
Joseph Futoma, Mark P. Sendak, Blake Cameron, Katherine A. Heller
Scalable Joint Modeling of Longitudinal and Point Process Data for Disease Trajectory Prediction and Improving Management of Chronic Kidney Disease. UAI (2016)
Joseph Futoma, Mark P. Sendak, Blake Cameron, Katherine A. Heller
Predicting Disease Progression with a Model for Multivariate Longitudinal Clinical Data. MLHC (2016)