Protected attribute guided representation learning for bias mitigation in limited data.
Pratik MazumderPravendra SinghPublished in: Knowl. Based Syst. (2022)
Keyphrases
- learning algorithm
- training data
- data sets
- data sources
- prior knowledge
- computer systems
- experimental data
- synthetic data
- image data
- learning process
- data processing
- raw data
- database
- learning systems
- attribute values
- hidden variables
- learning models
- high dimensional data
- neural network
- background knowledge
- learning tasks
- constructive induction
- bayesian methods
- original data
- human experts
- data distribution
- databases
- statistical analysis
- data collection
- supervised learning
- small number
- machine learning
- knowledge discovery
- bayesian networks