Fair preprocessing: towards understanding compositional fairness of data transformers in machine learning pipeline.
Sumon BiswasHridesh RajanPublished in: ESEC/SIGSOFT FSE (2021)
Keyphrases
- machine learning
- preprocessing
- data analysis
- data sets
- high quality
- data sources
- data distribution
- data collection
- artificial intelligence
- raw data
- synthetic data
- computer science
- knowledge discovery
- database
- data quality
- experimental data
- missing data
- prior knowledge
- pattern recognition
- data structure
- training data
- feature extraction
- computer vision
- neural network
- image data
- knowledge acquisition
- sensor data
- decision trees
- network structure
- social networks