Managing bias and unfairness in data for decision support: a survey of machine learning and data engineering approaches to identify and mitigate bias and unfairness within data management and analytics systems.
Agathe BalaynChristoph LofiGeert-Jan HoubenPublished in: VLDB J. (2021)
Keyphrases
- data sets
- data analysis
- data collection
- decision support
- data structure
- data quality
- raw data
- data sources
- computer systems
- input data
- original data
- synthetic data
- data processing
- data management
- image data
- database
- text mining
- computer science
- missing data
- high quality
- machine learning
- big data
- data points
- machine learning methods
- training data
- heterogeneous data