The Importance of Modeling Data Missingness in Algorithmic Fairness: A Causal Perspective.
Naman GoelAlfonso AmayuelasAmit DeshpandeAmit SharmaPublished in: CoRR (2020)
Keyphrases
- data sets
- data quality
- missing values
- data analysis
- image data
- missing data
- synthetic data
- statistical analysis
- data collection
- complex data
- data structure
- data sources
- training data
- high dimensional data
- high quality
- viewpoint
- learning algorithm
- experimental data
- data processing
- database
- social media
- computer systems
- small number
- end users
- database systems
- sensor data
- probabilistic model
- original data
- data mining
- high dimensional
- incomplete data