Toward Unified Data and Algorithm Fairness via Adversarial Data Augmentation and Adaptive Model Fine-tuning.
Yanfu ZhangRunxue BaoJian PeiHeng HuangPublished in: ICDM (2022)
Keyphrases
- input data
- data sets
- experimental data
- synthetic data
- database
- data points
- probabilistic model
- high quality
- raw data
- data collection
- neural network
- data sources
- prior knowledge
- data analysis
- training data
- unified model
- dynamic programming
- fine tuning
- data samples
- objective function
- data structure
- high dimensional data
- computational complexity
- data processing
- preprocessing
- mathematical model
- data distribution
- theoretical analysis
- original data
- prior information
- noisy data