Automated Data Cleaning Can Hurt Fairness in Machine Learning-based Decision Making.
Shubha GuhaFalaah Arif KhanJulia StoyanovichSebastian SchelterPublished in: ICDE (2023)
Keyphrases
- data cleaning
- machine learning
- decision making
- text classification
- data integration
- record linkage
- outlier detection
- data quality
- information extraction
- data warehousing
- data mining
- decision makers
- data processing
- missing values
- business intelligence
- database
- decision support
- fraud detection
- feature selection
- web usage mining
- data model
- data warehouse
- decision trees
- decision support system
- text mining
- natural language processing
- knowledge discovery
- data management
- databases
- integrity constraints
- social networks