Principal component based support vector machine (PC-SVM): a hybrid technique for software defect detection.
Mohd MustaqeemMohd SaqibPublished in: Clust. Comput. (2021)
Keyphrases
- support vector machine
- defect detection
- support vector machine svm
- support vector
- svm classifier
- svm classification
- multi class
- feature vectors
- generalization ability
- knn
- personal computer
- feature selection
- feature extraction
- training data
- kernel function
- binary classification
- multi class svm
- high classification accuracy
- radial basis function
- kernel methods
- support vectors
- statistical learning theory
- k nearest neighbor
- classification algorithm
- small sample
- sequential minimal optimization
- software development
- soft margin
- hyperplane
- automated visual inspection
- dimension reduction methods
- support vector machine classifiers
- software architecture
- machine learning
- software systems
- training set
- user interface
- software components
- maximum margin
- classification method
- svm training
- reduced set
- source code
- support vector regression
- linear support vector machines
- pattern recognition
- feature space
- text classification
- neural network
- textured surfaces
- structured output
- tree kernels
- training samples
- decision boundary
- training process