A definition of qualitative robustness for general point estimators, and examples

A definition of qualitative robustness for point estimators in general statistical models is proposed. Some criteria for robustness are established and applied to estimators in parametric, semiparametric, and nonparametric models. In specific nonparametric models, the proposed definition boils down to Hampel robustness. It is also explained how plug-in estimators in certain nonparametric models can be reasonably classified w.r.t.?their degrees of robustness.

[1]  Dudley,et al.  Real Analysis and Probability: Measurability: Borel Isomorphism and Analytic Sets , 2002 .

[2]  Volker Krätschmer,et al.  Qualitative and infinitesimal robustness of tail-dependent statistical functionals , 2012, J. Multivar. Anal..

[3]  Emmanuel Rio,et al.  A Maximal Inequality and Dependent Marcinkiewicz-Zygmund Strong Laws , 1995 .

[4]  V. Joshi On the Attainment of the Cramer-Rao Lower Bound , 1976 .

[5]  F. Hampel A General Qualitative Definition of Robustness , 1971 .

[6]  R. Hable,et al.  Qualitative robustness of estimators on stochastic processes , 2016 .

[7]  R. C. Bradley Basic properties of strong mixing conditions. A survey and some open questions , 2005, math/0511078.

[8]  V. Strassen The Existence of Probability Measures with Given Marginals , 1965 .

[9]  K. Parthasarathy,et al.  Probability measures on metric spaces , 1967 .

[10]  Antonio Cuevas,et al.  Qualitative robustness in abstract inference , 1988 .

[11]  Ivan Mizera,et al.  Qualitative robustness and weak continuity: the extreme unction , 2010 .

[12]  R. Gray,et al.  Robustness of Estimators on Stationary Observations , 1979 .

[13]  G Boente,et al.  Qualitative Robustness for General Stochastic Processes. , 1982 .

[14]  Romain Deguest,et al.  Robustness and sensitivity analysis of risk measurement procedures , 2008 .

[15]  Robert Hable,et al.  On qualitative robustness of support vector machines , 2009, J. Multivar. Anal..

[16]  Volker Krätschmer,et al.  Comparative and qualitative robustness for law-invariant risk measures , 2012, Finance Stochastics.

[17]  H. Bauer Measure and integration theory , 2001 .

[18]  Ricardo Fraiman,et al.  Qualitative Robustness for Stochastic Processes , 1987 .

[19]  Henryk Zähle,et al.  Nonparametric estimation of risk measures of collective risks , 2015, 1504.02693.

[20]  P. Doukhan Mixing: Properties and Examples , 1994 .

[21]  R. C. Bradley Basic Properties of Strong Mixing Conditions , 1985 .

[22]  M. Rosenblatt A CENTRAL LIMIT THEOREM AND A STRONG MIXING CONDITION. , 1956, Proceedings of the National Academy of Sciences of the United States of America.

[23]  Terry J. Lyons,et al.  Stochastic finance. an introduction in discrete time , 2004 .

[24]  Henryk Zahle Qualitative robustness of statistical functionals under strong mixing , 2012, 1203.5245.

[25]  P. Billingsley,et al.  Convergence of Probability Measures , 1970, The Mathematical Gazette.

[26]  Richard A. Davis,et al.  Time Series: Theory and Methods , 2013 .