MirrorFair: Fixing Fairness Bugs in Machine Learning Software via Counterfactual Predictions.
Ying XiaoJie M. ZhangYepang LiuMohammad Reza MousaviSicen LiuDingyuan XuePublished in: Proc. ACM Softw. Eng. (2024)
Keyphrases
- machine learning
- software systems
- source code
- software projects
- bug localization
- software development
- machine learning methods
- test cases
- software maintenance
- root cause
- pattern recognition
- software tools
- resource allocation
- learning algorithm
- inductive learning
- software design
- software engineering
- computational intelligence
- game theory
- data mining
- natural language processing
- information extraction
- support vector machine
- software package
- user interface
- data analysis
- decision trees
- maintenance activities
- machine learning approaches
- software evolution
- neural network
- text classification
- development process
- machine learning algorithms
- computer systems
- information systems
- artificial intelligence
- text mining
- knowledge discovery
- active learning
- reinforcement learning
- case study
- knowledge base
- feature selection