How higher order mutant testing performs for deep learning models: A fine-grained evaluation of test effectiveness and efficiency improved from second-order mutant-classification tuples.
Yanhui LiWeijun ShenTengchao WuLin ChenDi WuYuming ZhouBaowen XuPublished in: Inf. Softw. Technol. (2022)
Keyphrases
- fine grained
- higher order
- learning models
- classification models
- coarse grained
- machine learning
- machine learning algorithms
- conditional random fields
- access control
- loss function
- learning algorithm
- support vector machine
- support vector
- feature selection
- differential evolution
- pairwise
- learning tasks
- data lineage
- support vector machine svm
- image classification
- svm classifier
- markov random field
- feature set
- learning problems
- classification accuracy
- machine learning models
- feature extraction
- text categorization
- text classification
- class labels
- supervised learning
- feature vectors