Investigating The Impact of Sampling Techniques on an Imbalanced Classification Problem.
Dina ShehadaSuadad MuammarMaryam Ali AmourAhmed BouridanePublished in: ICSPIS (2023)
Keyphrases
- classification accuracy
- class imbalance
- pattern classification
- pattern recognition
- decision trees
- feature vectors
- image classification
- support vector
- imbalanced datasets
- imbalanced data
- minority class
- classification process
- feature extraction
- machine learning methods
- classification scheme
- model selection
- classification systems
- sampling methods
- imbalanced data sets
- automatic classification
- classification models
- highly skewed
- benchmark data sets
- high dimensionality
- classification rules
- classification method
- class labels
- benchmark datasets
- text classification
- support vector machine
- active learning
- high dimensional
- training set
- feature space
- preprocessing