Simultaneous Improvement of ML Model Fairness and Performance by Identifying Bias in Data.
Bhushan ChaudhariAkash AgarwalTanmoy BhowmikPublished in: CoRR (2022)
Keyphrases
- experimental data
- input data
- data sets
- probability distribution
- prior knowledge
- small number
- original data
- data structure
- high quality
- data sources
- image data
- management system
- synthetic data
- statistical methods
- data collection
- network structure
- test data
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- database
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- data mining techniques
- discrete data
- learning models
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- raw data
- knowledge discovery
- em algorithm
- maximum likelihood
- mathematical model
- missing data
- statistical analysis