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Moment convergence of M‐estimators
Authors:Yoichi Nishiyama
Institution:The Institute of Statistical Mathematics, 10‐3 Midori‐cho, Tachikawa, Tokyo 190‐8562, Japan
Abstract:This study extends the rate of convergence theorem of M‐estimators presented by van der Vaart and Wellner (weak convergence and empirical processes: with applications to statistics, Springer‐Verlag, Newyork, 1996) who gave a result of the form r inline image to a result of the form supnE | r inline image, for any p≥1. This result is useful for deriving the moment convergence of the rescaled residual. An application to maximum likelihood estimators is discussed.
Keywords:M‐estimator  rate of convergence  moment convergence
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