Feature engineering with clinical expert knowledge: A case study assessment of machine learning model complexity and performance
Author:
Funder
National Center for Advancing Translational Sciences
Publisher
Public Library of Science (PLoS)
Subject
Multidisciplinary
Reference34 articles.
1. MIMIC-III, a freely accessible critical care database;AE Johnson;Scientific data,2016
2. Chennamsetty H, Chalasani S, Riley D. Predictive analytics on Electronic Health Records (EHRs) using Hadoop and Hive. In: 2015 IEEE International Conference on Electrical, Computer and Communication Technologies (ICECCT); 2015. p. 1–5.
3. Scalable Joint Models for Reliable Uncertainty-Aware Event Prediction;H Soleimani;ArXiv e-prints,2017
4. Incorporating temporal EHR data in predictive models for risk stratification of renal function deterioration;A Singh;Journal of Biomedical Informatics,2015
5. Reliable Decision Support using Counterfactual Models;P Schulam;ArXiv e-prints,2017
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