Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework

Computer Science

• And-States 100%
• Probability Estimation 100%
• Learning Framework 100%
• Baseline Model 100%
• Human-in-the-Loop 100%
• Learning Approach 100%
• Conformal Predictor 100%
• Conformal Prediction 100%
• Deep Reinforcement Learning 100%
• Overestimation 100%

Engineering

• Uncertainty Quantification 100%
• Q-Learning 100%
• Intensive Care Unit 100%
• Reinforcement Learning 33%
• Patient Specific 33%
• Loss Function 33%
• Learning Approach 33%
• Probability Estimation 33%
• Survival Rate 33%

Keyphrases

• Distributions-free Uncertainty Quantification 100%
• Well Calibrated Probabilities 33%
• Ventilator Settings 33%
• Composite Loss Function 33%
• MIMIC-IV Database 33%
• Double DQN 33%