Statistical Impact of Sample Size and Imbalance on Multivariate Analysis in silico and A Case Study in the UK Biobank.
Xinyuan ZhangRuowang LiMarylyn D. RitchiePublished in: AMIA (2020)
Keyphrases
- sample size
- confidence intervals
- statistical tests
- hypothesis tests
- model selection
- upper bound
- small sample size
- covariance matrix
- random sampling
- small sample
- pac learning
- progressive sampling
- hypothesis testing
- worst case
- number of training samples
- experimental design
- class distribution
- vc dimension
- statistical methods
- class imbalance
- statistical analysis
- genetic programming
- hypothesis test
- statistical power
- special case
- association rules