XAI-reduct: accuracy preservation despite dimensionality reduction for heart disease classification using explainable AI.
Surajit DasMahamuda SultanaSuman BhattacharyaDiganta SenguptaDebashis DePublished in: J. Supercomput. (2023)
Keyphrases
- dimensionality reduction
- classification accuracy
- decision rules
- heart disease
- feature extraction
- accuracy rate
- artificial intelligence
- support vector
- high dimensionality
- pattern recognition
- rough sets
- expert systems
- dimensionality reduction methods
- rough set theory
- kernel learning
- support vector machine svm
- support vector machine
- high dimensional
- decision trees
- information systems
- feature vectors
- high dimensional data
- feature selection
- feature space
- fold cross validation
- three dimensional
- pattern recognition and machine learning
- metadata
- roc curve
- medical diagnosis
- machine learning
- linear discriminant analysis
- training set
- knowledge representation
- principal component analysis