Software defect prediction using over-sampling and feature extraction based on Mahalanobis distance.
Mohammad Mahdi NezhadShokouhiMohammad Ali MajidiAbbas RasoolzadeganPublished in: J. Supercomput. (2020)
Keyphrases
- mahalanobis distance
- software defect prediction
- feature extraction
- imbalanced data
- ensemble learning
- euclidean distance
- covariance matrix
- noise model
- feature selection
- sampling methods
- class imbalance
- distance metric
- sample selection bias
- feature vectors
- principal component analysis
- metric learning
- sample size
- feature ranking
- data distribution
- image processing
- image classification
- face recognition
- random sampling
- feature space
- pattern recognition
- learning algorithm
- feature set
- sampling algorithm
- learning process
- decision trees
- minority class
- support vector
- data sets
- class distribution
- support vector machine
- generalization ability
- noisy images
- support vector machine svm