Enhancing Fairness in Classification Tasks with Multiple Variables: A Data- and Model-Agnostic Approach.
Giordano d'AloisioGiovanni StiloAntinisca Di MarcoAndrea D'AngeloPublished in: BIAS (2022)
Keyphrases
- experimental data
- data sets
- prior knowledge
- simulation data
- probabilistic model
- input data
- high level
- statistical model
- probability distribution
- data collection
- data structure
- spatial data
- expert knowledge
- parameter estimation
- data samples
- learned models
- measured data
- empirical data
- multiple sources
- statistical methods
- sensor data
- test data
- database
- mathematical model
- artificial neural networks
- network structure
- raw data
- missing data
- synthetic data
- image data
- hidden markov models
- multiple models
- data analysis
- observed variables