Permuted KPCA and SMOTE to Guide GAN-Based Oversampling for Imbalanced HSI Classification.
Tajul MiftahushudurBruce GrieveHujun YinPublished in: IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. (2024)
Keyphrases
- class imbalance
- minority class
- imbalanced data sets
- class distribution
- imbalanced data
- imbalanced datasets
- majority class
- class imbalanced
- cost sensitive
- cost sensitive learning
- support vector machine
- active learning
- feature vectors
- feature space
- binary classification problems
- pattern classification
- machine learning
- nearest neighbour
- hyperspectral images
- target detection
- kernel fisher discriminant
- classification models
- decision trees
- concept drift
- classification method
- class labels
- feature selection
- sampling methods
- principal components analysis
- misclassification costs
- high dimensionality
- training dataset
- classification algorithm
- benchmark datasets
- supervised learning
- nearest neighbor
- high dimensional
- training set
- preprocessing
- highly skewed
- benchmark data sets