On the relationship between higher-order stochastic expansions, influence functions and U-statistics for M-estimators
Paul Rilstone
Communications in Statistics - Theory and Methods, 2024, vol. 53, issue 6, 2103-2121
Abstract:
It is shown that higher-order influence functions for M-estimators are mathematically equivalent to higher-order stochastic approximations to these estimators. The stochastic expansions are also shown to have corresponding higher-order U-statistic representations, providing an alternative approach for deriving and analyzing the approximate properties of M-estimators.
Date: 2024
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Persistent link: https://EconPapers.repec.org/RePEc:taf:lstaxx:v:53:y:2024:i:6:p:2103-2121
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DOI: 10.1080/03610926.2022.2118543
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