Feature Contamination: Neural Networks Learn Uncorrelated Features and Fail to Generalize.
Tianren ZhangChujie ZhaoGuanyu ChenYizhou JiangFeng ChenPublished in: CoRR (2024)
Keyphrases
- neural network
- feature set
- image features
- significant features
- feature vectors
- feature interactions
- feature values
- invariant features
- predictive features
- fuzzy logic
- feature subset
- feature representation
- multiple features
- feature level
- pattern recognition
- feature weights
- binary features
- redundant features
- geometric features
- feature analysis
- additional features
- machine learning
- dimensionality reduction
- genetic algorithm
- irrelevant features
- feature ranking
- input features
- artificial neural networks
- learning rules
- low level
- extracted features
- feature detection
- back propagation