Adaptive Robust Procedures for the One-Sample Location Problem

Abstract A family of rank statistics based on a set of simple scores functions is introduced. The distribution theory is briefly discussed, and both point and interval estimators for the center of an absolutely continuous symmetric distribution are presented. Given a random sample from a symmetric distribution, all subsequent inference is based on the member of the family of rank statistics having the smallest estimated asymptotic variance. The robustness properties are examined using the results of a simulation study.

[1]  R. Fisher A mathematical Examination of the Methods of determining the Accuracy of Observation by the Mean Error, and by the Mean Square Error , 1920 .

[2]  S. Claus,et al.  Zwet, w. r. van: convex transformations of random variables. mathematica centre tracts 7. mathematisch centrum amsterdam, 1964, 116 seiten , 1968 .

[3]  Joseph L. Gastwirth,et al.  Percentile Modifications of Two Sample Rank Tests , 1965 .

[4]  Constance Van Eeden,et al.  Efficiency-Robust Estimation of Location , 1970 .

[5]  G. E. Noether,et al.  ON A THEOREM OF PITMAN , 1955 .

[6]  Paul W. Mielke,et al.  Asymptotic Behavior of Two-Sample Tests Based on Powers of Ranks for Detecting Scale and Location Alternatives , 1972 .

[7]  E. L. Lehmann,et al.  Nonparametric Confidence Intervals for a Shift Parameter , 1963 .

[8]  P. Bickel On Some Robust Estimates of Location , 1965 .

[9]  P. Sen,et al.  Nonparametric methods in multivariate analysis , 1974 .

[10]  P. Sen,et al.  Theory of rank tests , 1969 .

[11]  H. Toutenburg Hajek, J.: Nonparametric Statistics. Holden‐Day, Inc., San Francisco 1969. 184 S., 18 Tab., 1 Abb., Preis $ 12.00 , 1970 .

[12]  Rudolf Beran,et al.  Asymptotically Efficient Adaptive Rank Estimates in Location Models , 1974 .

[13]  Constance Van Eeden,et al.  An Analogue, for Signed Rank Statistics, of Jureckova's Asymptotic Linearity Theorem for Rank Statistics , 1972 .

[14]  P. J. Huber The 1972 Wald Lecture Robust Statistics: A Review , 1972 .

[15]  Robert V. Hogg,et al.  Adaptive distribution-free tests , 1973 .

[16]  J. Gastwirth On Asymptotic Relative Efficiencies of a Class of Rank Tests , 1970 .

[17]  Pranab Kumar Sen,et al.  On a Distribution-free Method of Estimating Asymptotic Efficiency of a Class of Non-parametric Tests , 1966 .

[18]  Louis A. Jaeckel Some Flexible Estimates of Location , 1971 .

[19]  D. Bauer Constructing Confidence Sets Using Rank Statistics , 1972 .

[20]  Robert V. Hogg,et al.  An Adaptive Procedure for Selecting the Population With Largest Location Parameter , 1973 .

[21]  Gottfried E. Noether Some Simple Distribution-Free Confidence Intervals for the Center of a Symmetric Distribution , 1973 .

[22]  V. Zwet Convex transformations of random variables , 1965 .

[23]  J. L. Hodges,et al.  Estimates of Location Based on Rank Tests , 1963 .

[24]  R. Hogg Adaptive Robust Procedures: A Partial Review and Some Suggestions for Future Applications and Theory , 1974 .