An Improved Multi-Output Gaussian Process RNN with Real-Time Validation
for Early Sepsis Detection

An Improved Multi-Output Gaussian Process RNN with Real-Time Validation for Early Sepsis Detection

19 August 2017

Joseph D. Futoma

Katherine A. Heller

Papers citing "An Improved Multi-Output Gaussian Process RNN with Real-Time Validation for Early Sepsis Detection"

12 / 12 papers shown

Title
NPRL: Nightly Profile Representation Learning for Early Sepsis Onset Prediction in ICU Trauma Patients Tucker Stewart Katherine Stern G. O’Keefe Ankur Teredesai Juhua Hu 24 0 0 25 Apr 2023
Development and Validation of ML-DQA -- a Machine Learning Data Quality Assurance Framework for Healthcare M. Sendak Gaurav Sirdeshmukh Timothy N. Ochoa Hayley Premo Linda Tang ... M. Nichols Bradley Heintze William S Knechtle W. Ratliff S. Balu 21 6 0 04 Aug 2022
Task-Synchronized Recurrent Neural Networks Mantas Lukovsevivcius Arnas Uselis AI4TS 30 2 0 11 Apr 2022
Medical Dead-ends and Learning to Identify High-risk States and Treatments Mehdi Fatemi Taylor W. Killian J. Subramanian Marzyeh Ghassemi OffRL 30 37 0 08 Oct 2021
UNITE: Uncertainty-based Health Risk Prediction Leveraging Multi-sourced Data Chacha Chen Junjie Liang Fenglong Ma Lucas Glass Jimeng Sun Cao Xiao 21 26 0 22 Oct 2020
A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series Data Matthew B. A. McDermott Bret A. Nestor Evan Kim Wancong Zhang Anna Goldenberg Peter Szolovits Marzyeh Ghassemi Csail AI4TS 22 15 0 20 Jul 2020
"The Human Body is a Black Box": Supporting Clinical Decision-Making with Deep Learning M. Sendak M. C. Elish M. Gao Joseph D. Futoma W. Ratliff M. Nichols A. Bedoya S. Balu Cara O'Brien HAI 19 167 0 19 Nov 2019
Early detection of sepsis utilizing deep learning on electronic health record event sequences S. Lauritsen M. E. Kalør Emil Lund Kongsgaard K. M. Lauritsen Marianne Johansson Jørgensen Jeppe Lange B. Thiesson 19 135 0 07 Jun 2019
Machine Learning and Visualization in Clinical Decision Support: Current State and Future Directions Gal Levy-Fix G. Kuperman Noémie Elhadad 21 12 0 06 Jun 2019
Modeling Irregularly Sampled Clinical Time Series Satya Narayan Shukla Benjamin M. Marlin AI4TS 27 8 0 03 Dec 2018
DeepHeart: Semi-Supervised Sequence Learning for Cardiovascular Risk Prediction Brandon Ballinger Johnson Hsieh Avesh Singh N. Sohoni Jack Wang ... G. Marcus Jose M. Sanchez Carol Maguire J. Olgin M. Pletcher HAI 30 129 0 07 Feb 2018
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 246 1,900 0 06 Jun 2016