Multifidelity probability estimation via fusion of estimators

•Multifidelity method that enables estimation of failure probabilities for expensive-to- evaluate models.•For turbulent jet application, it reduces the CPU time to compute the biasing density by 65%.•The new approach draws from information fusion, importance sampling and multifidelity modeling.•The fused estimator is optimal in that it has minimal variance among all possible combinations of the estimators.