Feature engineering with clinical expert knowledge: A case study assessment of machine learning model complexity and performance

Author:

Roe Kenneth D.ORCID,Jawa VibhuORCID,Zhang Xiaohan,Chute Christopher G.ORCID,Epstein Jeremy A.ORCID,Matelsky Jordan,Shpitser Ilya,Taylor Casey Overby

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

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3