Feature Necessity & Relevancy in ML Classifier Explanations.
Xuanxiang HuangMartin C. CooperAntónio MorgadoJordi PlanesJoão Marques-SilvaPublished in: CoRR (2022)
Keyphrases
- feature set
- selection scheme
- input features
- training data
- maximum likelihood
- feature selection
- feature subset
- support vector
- feature space
- feature maps
- improve the recognition accuracy
- single feature
- feature ranking
- feature values
- feature vectors
- class labels
- complementary features
- neural network
- classification scheme
- linear classifiers
- em algorithm
- data sets
- classification process
- weak classifiers
- classification rate
- training samples
- image features
- support vector machine
- active learning
- classifier systems
- nearest neighbor classifier
- causal models
- multiple classifiers
- semi supervised learning
- binary features
- classification method
- training examples