An Accurate Early Mortality Risk Prediction Model
Based on ICU over MIMIC III using Machine Learning
Journal:
GRENZE International Journal of Engineering and Technology
Authors:
Shilpa Sharma, Mandeep Kaur, Savita Gupta
Volume:
10
Issue:
2
Grenze ID:
01.GIJET.10.2.211_1
Pages:
4149-4157
Abstract
Mortality risk prediction of ICU patients is a valuable and challenging task due to
limited clinical data. Accurate mortality risk prediction can improve the utilization of resources.
In this work, we explore the use of feature engineering followed by applying a machine learning
approach for predicting mortality risk in ICU patients using the MIMIC III dataset. The results
of this study show that our prediction accuracy is 99.99% using a neural network.
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