Private Sequential Hypothesis Testing for Statisticians: Privacy, Error Rates, and Sample Size.
Wanrong ZhangYajun MeiRachel CummingsPublished in: AISTATS (2022)
Keyphrases
- sample size
- hypothesis testing
- hypothesis tests
- statistical tests
- privacy preserving
- confidence intervals
- generalization error
- private information
- model selection
- variance reduction
- likelihood ratio
- progressive sampling
- covariance matrix
- test statistic
- random sampling
- hypothesis test
- small sample
- null hypothesis
- worst case
- upper bound
- pac learning
- small samples
- robust statistical
- vc dimension
- error rate
- random sample
- statistical power
- statistical hypothesis testing
- learning algorithm
- statistical significance
- data streams
- feature selection