A Brief Tutorial on Sample Size Calculations for Fairness Audits.
Harvineet SinghFan XiaMi-Ok KimRomain PirracchioRumi ChunaraJean FengPublished in: CoRR (2023)
Keyphrases
- sample size
- model selection
- random sampling
- small sample size
- upper bound
- number of training samples
- statistical tests
- finite sample
- statistical power
- covariance matrix
- confidence intervals
- progressive sampling
- small sample
- experimental design
- statistical hypothesis testing
- pac learning
- small samples
- worst case
- data sets
- statistically significant
- knowledge acquisition
- random samples
- special case