FITNESS: A Causal De-correlation Approach for Mitigating Bias in Machine Learning Software.
Ying XiaoShangwen WangSicen LiuDingyuan XueXian ZhanYepang LiuPublished in: CoRR (2023)
Keyphrases
- machine learning
- software systems
- source code
- genetic algorithm
- decision trees
- evolutionary algorithm
- user interface
- machine learning algorithms
- software design
- learning algorithm
- pattern recognition
- computer vision
- computer systems
- information extraction
- supervised learning
- inductive learning
- machine learning methods
- explanation based learning
- software maintenance
- bias variance analysis
- software projects
- data mining
- software architecture
- knowledge acquisition
- genetic programming
- software development
- text classification
- learning tasks
- text mining
- active learning
- data analysis
- highly correlated
- causal relationships
- computer science
- case study
- software package
- causal relations
- feature selection