A Multi-Organ Fusion and LightGBM Based Radiomics Algorithm for High-Risk Esophageal Varices Prediction in Cirrhotic Patients

A Multi-Organ Fusion and LightGBM Based Radiomics Algorithm for High-Risk Esophageal Varices Prediction in Cirrhotic Patients

Esophageal varices (EV) is the most common complication of portal hypertension in cirrhosis patients. Radiomics has been progressing remarkably for quantifying the state of diseases. However, there are few studies on EV severity prediction by applying radiomics and machine learning. Besides, most of...

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Bibliographic Details
Main Authors: Lijuan Li, Yiken Lin, Dexin Yu, Zhuyun Liu, Yanjing Gao, Jianping Qiao
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Radiomics
esophageal varices
multi-organ feature fusion
classifier ensemble
LightGBM
Online Access:https://ieeexplore.ieee.org/document/9328408/

Internet

https://ieeexplore.ieee.org/document/9328408/

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