Data vs. Model Machine Learning Fairness Testing: An Empirical Study.
Arumoy ShomeLuís CruzArie van DeursenPublished in: ICSE Companion (2024)
Keyphrases
- experimental data
- test data
- machine learning
- data sets
- prior knowledge
- data analysis
- computational model
- statistical methods
- high level
- probability distribution
- training data
- input data
- data collection
- synthetic data
- statistical analysis
- data points
- high quality
- data processing
- simulation data
- database
- mathematical model
- statistical model
- empirical data
- statistical tests
- learning models
- expert knowledge
- decision trees
- data generation
- measured data
- predictive model
- original data
- raw data
- probabilistic model
- spatial data
- test cases
- machine learning algorithms
- high dimensional data