A novel deep learning approach for one-step conformal prediction approximation

Keyphrases

• Deep Learning Methods 100%
• Conformal Prediction 100%
• Loss Function 20%
• Real-world Problems 20%
• Error Rate 20%
• Maximum Absolute Errors 20%
• High-risk Areas 20%
• Prediction Approach 20%
• Training Time Reduction 20%
• Prediction Framework 20%
• Deep Learning Model 20%
• Novel Loss Function 20%
• Predictive Efficiency 20%
• Output Distribution 20%
• Deep Learning Prediction 20%
• Benchmark Dataset 20%
• Prediction Task 20%
• Binary Class 20%
• Multi-class Prediction 20%
• Minimal Constraints 20%

Computer Science

• Learning Approach 100%
• Approximation (Algorithm) 100%
• Conformal Prediction 100%
• Deep Learning Method 100%
• Direct Relationship 20%
• Real-World Problem 20%
• Deep Learning Model 20%
• Prediction Framework 20%
• Class Prediction 20%