Variance of ML-based software fault predictors: are we really improving fault prediction?
Xhulja ShahiniDomenic BubelAndreas MetzgerPublished in: CoRR (2023)
Keyphrases
- information systems
- computer systems
- software quality
- software systems
- maximum likelihood
- safety critical
- software design
- software architecture
- fault diagnosis
- software tools
- fault detection
- artificial intelligence
- databases
- user interface
- software maintenance
- software package
- variance reduction
- standard deviation
- neural network
- machine learning
- trade off
- software development
- source code
- commercial software
- software platform
- database
- real time
- data sets
- prediction error
- personal computer
- development process
- operating system
- feature selection