Fair Preprocessing: Towards Understanding Compositional Fairness of Data Transformers in Machine Learning Pipeline.
Sumon BiswasHridesh RajanPublished in: CoRR (2021)
Keyphrases
- machine learning
- preprocessing
- data sets
- database
- data processing
- neural network
- high quality
- data analysis
- knowledge discovery
- complex data
- raw data
- spatial data
- high dimensional data
- semi supervised
- end users
- data structure
- computer vision
- data sources
- data model
- prior knowledge
- input data
- text classification
- pattern recognition
- data collection
- feature extraction
- experimental data
- data distribution
- data quality
- big data
- learning algorithm