Application | Characteristics |
---|---|
Estimation of Type 1 error, sensitivity, specificity, or statistical power | Application of statistical methods on multiple replicates of simulated data sets to quantify success rate of detecting signals (or no signal) in the data sets |
Validation of correctness or robustness of models | Application of statistical methods on data sets simulated according to or deviate from specific model assumptions |
Statistical inference | Simulations of data with varying parameters and the identification of simulations (and therefore parameters) that best match empirical data |
Comparison of performance of statistical methods | Application of multiple statistical methods on the same set of simulated data sets for the purposes of comparing results |
Exploratory simulations | Exploration of results from simulations with varying parameters to observe possible outcomes associated with a parameter space |