Data AUDIT: Identifying Attribute Utility- and Detectability-Induced Bias in Task Models.
Mitchell PavlakNathan DrenkowNicholas PetrickMohammad Mehdi FarhangiMathias UnberathPublished in: CoRR (2023)
Keyphrases
- data mining techniques
- data sets
- attribute values
- image data
- data distribution
- data collection
- predictive model
- complex data
- probabilistic model
- historical data
- experimental data
- empirical data
- training data
- image quality
- incomplete data
- learning models
- sensor data
- statistical analysis
- accurate models
- small number
- knowledge discovery
- end users
- xml documents
- data processing
- data points
- missing values
- original data
- data sources
- prior knowledge
- data analysis
- bayesian networks
- metadata
- feature selection