Sample size evolution in neuroimaging research: An evaluation of highly-cited studies (1990-2012) and of latest practices (2017-2018) in high-impact journals.
Dénes SzücsJohn P. A. IoannidisPublished in: NeuroImage (2020)
Keyphrases
- sample size
- high impact
- model selection
- experimental design
- covariance matrix
- upper bound
- small sample
- finite sample
- small sample size
- random sampling
- pac learning
- confidence intervals
- progressive sampling
- statistical tests
- vc dimension
- variance reduction
- hypothesis tests
- generalization error
- worst case
- number of training samples
- statistical power
- papers published
- sample complexity
- data sets
- genetic algorithm
- data mining