Using the Support Vector Machine as a Classification Method for Software Defect Prediction with Static Code Metrics.
David GrayDavid BowesNeil DaveyYi SunBruce ChristiansonPublished in: EANN (2009)
Keyphrases
- classification method
- software defect prediction
- support vector machine
- imbalanced data
- feature ranking
- ensemble learning
- generalization ability
- support vector machine svm
- k nearest neighbor
- knn
- multi class
- feature selection
- class imbalance
- machine learning
- sample selection bias
- svm classifier
- classification algorithm
- text classification
- support vector
- selected features
- training data
- kernel methods
- fold cross validation
- multi layer perceptron
- cost sensitive
- training set
- feature vectors
- class distribution
- bayesian networks
- data mining
- nearest neighbor
- learning algorithm
- feature space