Clinical Explainability Failure (CEF) & Explainability Failure Ratio (EFR) - Changing the Way We Validate Classification Algorithms.
Vasantha Kumar VenugopalRohit TakharSalil GuptaVidur MahajanPublished in: J. Medical Syst. (2022)
Keyphrases
- classification algorithm
- failure rate
- pattern recognition
- machine learning algorithms
- classification accuracy
- optimization problems
- computationally efficient
- theoretical analysis
- orders of magnitude
- learning algorithm
- benchmark datasets
- lung disease
- terms of classification accuracy
- clinical practice
- automatic classification
- pattern classification
- text classification
- image classification
- machine learning methods
- medical images
- worst case
- computational cost
- uci machine learning repository
- significant improvement
- data structure