Estimating standard errors for importance sampling estimators with multiple Markov chains

Vivekananda Roy, Aixin Tan, James M. Flegal

The naive importance sampling estimator, based on samples from a single importance density, can be numerically unstable. Instead, we consider generalized importance sampling estima…