A bagging approach for improved predictive accuracy of intradialytic hypotension during hemodialysis treatment

Keyphrases

• Prediction Accuracy 100%
• Hemodialysis 100%
• Intradialytic Hypotension 100%
• Bagging Approach 100%
• XGBoost 66%
• Minority Class 66%
• Predictive Models 33%
• Medical Professionals 33%
• Superior Performance 33%
• Sensitivity Analysis 33%
• Novel Solutions 33%
• Undersampling 33%
• Monitoring System 33%
• Effective Solutions 33%
• Imbalanced Data 33%
• Class Imbalance Problem 33%
• Patient Prognosis 33%
• Novel Methodology 33%
• Class Prediction 33%
• Training Effectiveness 33%
• Healthcare Domain 33%
• Implementation Outcomes 33%
• Majority Class 33%
• Maintenance Hemodialysis Patients 33%
• Model Robustness 33%
• Improving Patient Care 33%
• Predictive Modeling 33%
• Medical Scenarios 33%
• Preemptive Treatment 33%
• Extreme Class 33%
• Medical Prediction 33%

Computer Science

• Extreme Gradient Boosting 100%
• Minority Class 100%
• Predictive Accuracy 100%
• Prediction Accuracy 50%
• Superior Performance 50%
• Effective Solution 50%
• Predictive Model 50%
• Class Imbalance Problem 50%
• Class Prediction 50%
• Majority Class 50%
• Primary Objective 50%

Engineering

• Applicability 100%
• Broadening 100%
• Monitoring Device 100%
• Effective Solution 100%
• Broad Range 100%