Hyperbolic trade-off: The importance of balancing trial and subject sample sizes in neuroimaging.
Gang ChenDaniel S. PineMelissa A. BrotmanAshley R. SmithRobert W. CoxPaul A. TaylorSimone P. HallerPublished in: NeuroImage (2022)
Keyphrases
- sample size
- trade off
- model selection
- random sampling
- finite sample
- upper bound
- small sample
- number of training samples
- statistical tests
- statistical power
- worst case
- human brain
- small sample size
- confidence intervals
- random samples
- variance reduction
- vc dimension
- lower bound
- random sample
- experimental design
- feature selection
- error bounds