Towards Fair Machine Learning Software: Understanding and Addressing Model Bias Through Counterfactual Thinking.
Zichong WangYang ZhouMeikang QiuIsraat HaqueLaura BrownYi HeJianwu WangDavid LoWenbin ZhangPublished in: CoRR (2023)
Keyphrases
- machine learning
- data mining
- statistical model
- mathematical model
- case study
- statistical methods
- similarity measure
- objective function
- data model
- probabilistic model
- management system
- inductive learning
- formal model
- experimental data
- machine learning algorithms
- text mining
- support vector machine
- probability distribution
- user interface
- high level
- knowledge base
- learning algorithm