When Less is More: On the Value of "Co-training" for Semi-Supervised Software Defect Predictors.
Suvodeep MajumderJoymallya ChakrabortyTim MenziesPublished in: CoRR (2022)
Keyphrases
- co training
- software defect
- semi supervised
- semi supervised learning
- unlabeled data
- software defect prediction
- labeled data
- unlabelled data
- supervised learning
- multi view
- high confidence
- labeled examples
- single view
- small set of labeled
- pairwise
- text classification
- sample selection bias
- semi supervised classification
- labeled training data
- ensemble learning
- confidence estimates
- active learning
- unsupervised learning
- partially labeled data
- semi supervised learning algorithms
- semi supervised learning methods
- multi view learning
- labeled and unlabeled data
- neural network
- feature ranking
- class imbalance
- data mining