Ensemble Random Forests Classifier for Detecting Coincidentally Correct Test Cases.
Shuvalaxmi DassXiaozhen XueAkbar Siami NaminPublished in: COMPSAC (2020)
Keyphrases
- random forests
- test cases
- accurate classifiers
- decision trees
- ensemble methods
- test data
- random forest
- ensemble learning
- base learners
- logistic regression
- classifier ensemble
- machine learning algorithms
- software testing
- decision tree ensembles
- test suite
- training data
- test set
- feature set
- regression testing
- test case generation
- test generation
- randomized trees
- test case selection
- training set
- number of test cases
- svm classifier
- learning algorithm
- tree ensembles
- prediction accuracy
- majority voting
- ensemble classifier
- feature subset
- support vector machine
- testing process
- model based testing
- feature space
- feature selection
- set of test cases
- benchmark datasets
- test suite reduction
- naive bayes
- training samples
- data sets
- error rate