Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values.
Haewon JeongHao WangFlávio P. CalmonPublished in: AAAI (2022)
Keyphrases
- missing values
- data imputation
- decision trees
- imputation methods
- missing data
- missing data imputation
- missing attribute values
- incomplete data
- missing information
- high dimensional data
- data matrix
- feature values
- machine learning algorithms
- breast cancer
- incomplete data sets
- machine learning
- logistic regression
- naive bayes
- domain knowledge
- pattern recognition
- training set