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Delta method in large deviations and moderate deviations for estimators

Delta method in large deviations and moderate deviations for estimators

The delta method is a popular and elementary tool for deriving limiting distributions of transformed statistics, while applications of asymptotic distributions do not allow one to obtain desirable accuracy of approximation for tail probabilities. The large and moderate deviation theory can achieve this goal. Motivated by the delta method in …