Comparison and development of machine learning tools in the prediction of chronic kidney disease progression

Xiao, Jing; Ding, Ruifeng; Xu, Xiulin; Guan, Haochen; Feng, Xinhui; Sun, Tao; Zhu, Sibo; Ye, Zhibin

doi:10.1186/s12967-019-1860-0

Public

Comparison and development of machine learning tools in the prediction of chronic kidney disease progression

Published in Journal of Translational Medicine • Apr 11, 2019

Authors:

Jing Xiao

Ruifeng Ding

Xiulin Xu

Abstract

BACKGROUND: Urinary protein quantification is critical for assessing the severity of chronic kidney disease (CKD). However, the current procedure for determining the severity of CKD is completed through evaluating 24-h urinary protein, which is inconvenient during follow-up. OBJECTIVE: To quickly pr...

Subject

Logistic regression

Lasso (programming language)

Elastic net regularization

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