Spuriosity Didn't Kill the Classifier: Using Invariant Predictions to Harness Spurious Features.
Cian EastwoodShashank SinghAndrei Liviu NicolicioiuMarin VlastelicaJulius von KügelgenBernhard SchölkopfPublished in: CoRR (2023)
Keyphrases
- feature set
- classification process
- extracted features
- feature space
- feature extraction
- classification method
- feature selection
- weak classifiers
- adaboost algorithm
- multiple classifiers
- svm classifier
- neural classifier
- feature subset
- low level
- invariant features
- input features
- complementary features
- maximum entropy classifier
- classification models
- false positives
- class labels
- training examples
- feature vectors
- feature selection algorithms
- affine invariant
- intra class
- feature weighting
- bayesian classifier
- feature extractors
- learning algorithm