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Table 1 All combinations of joint modeling strategy

From: Joint modeling strategy for using electronic medical records data to build machine learning models: an example of intracerebral hemorrhage

Step

Method

Number

Outlier detection and removal

Without CVCF,

With CVCF

2

Data balancing processing

Original, RUS, ROS, ADASYN,

Borderline SMOTE, SMOTEENN

6

Models

LR, RF, ANN, SVM, KNN, Stacking,

AdaBoost

7

Total

–

84

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BMC Medical Informatics and Decision Making

ISSN: 1472-6947

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