Concepedia

A Multi-directional Approach for Missing Value Estimation in Multivariate Time Series Clinical Data

Xu Xiao, Xiaoshuang Liu, Yanni Kang, Xian Xu, Junmei Wang, Yuyao Sun, Quanhe Chen, Xiaoyu Jia, Xinyue Ma, Xiaoyan Meng,

Journal of Healthcare Informatics Research · 2020 · 16 citations · 11 references

DOIFull text

Open access

Concepts

References

11

XGBoost

2016 · 48.6K citations · Full text

, , +15

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text

, , +17

<b>mice</b>: Multivariate Imputation by Chained Equations in<i>R</i>

Stef van Buuren, Karin Groothuis‐Oudshoorn · Journal of Statistical Software · 2011 · 13.6K citations · Full text

, , +13

MIMIC-III, a freely accessible critical care database

Alistair E. W. Johnson, Tom Pollard, Lu Shen et al. · Scientific Data · 2016 · 8.1K citations · Full text

, , +11

MissForest—non-parametric missing value imputation for mixed-type data

Daniel J. Stekhoven, Peter Bühlmann · Bioinformatics · 2011 · 6.1K citations · Full text

, , +16