Using dynamic Bayesian networks as simulation metamodels based on bootstrapping.

•Demonstrate use of Dynamic Bayesian Networks as a meta-modeling approach.•Introduce and investigate use of bootstrapping to reduce Bayesian Network training requirements.•Conduct an investigational study into how many bootstrap samples are needed.•Demonstrate methodology on notional scenario modeled in actual combat modeling environment.