On Some alternative estimates of the adjustment coefficient in risk theory

Abstract Recently, Csorgo and Steinebach proposed to estimate the adjustment coefficient in risk theory via a quantile type estimate based upon a sequence of intermediate order statistics. In the present paper, further alternative estimators are discussed which may be viewed as convex combinations of a Hill type and a quantile type estimate. Consistency is proved and rates of convergence are studied. Some simulation results are presented to illustrate the finite sample behavior of the proposed estimators.

[1]  E. Haeusler,et al.  On Asymptotic Normality of Hill's Estimator for the Exponent of Regular Variation , 1985 .

[2]  Paul Deheuvels,et al.  Almost sure convergence of the Hill estimator , 1988, Mathematical Proceedings of the Cambridge Philosophical Society.

[3]  B. M. Hill,et al.  A Simple General Approach to Inference About the Tail of a Distribution , 1975 .

[4]  A note on positive supermartingales in ruin theory , 1989 .

[5]  Vincent Hodgson,et al.  The Single Server Queue. , 1972 .

[6]  Jef L. Teugels,et al.  Empirical Laplace transform and approximation of compound distributions , 1990, Journal of Applied Probability.

[7]  L. de Haan,et al.  Limit Distributions for Order Statistics. II , 1978 .

[8]  A. E. Sarhan ESTIMATION OF THE MEAN AND STANDARD DEVIATION BY ORDER STATISTICS , 1954 .

[9]  U. Herkenrath On the estimation of the adjustment coefficient in risk theory by means of stochastic approximation procedures , 1986 .

[10]  J. Kiefer Iterated Logarithm Analogues for Sample Quantiles When P n ↓0 , 1985 .

[11]  Josef Steinebach,et al.  On the estimation of the adjustment coefficient in risk theory via intermediate order statistics , 1991 .

[12]  E. Seneta Regularly varying functions , 1976 .

[13]  J. Wellner Limit theorems for the ratio of the empirical distribution function to the true distribution function , 1978 .

[14]  Empirical bounds for ruin probabilities , 1979 .

[15]  H. A. David,et al.  Order Statistics (2nd ed). , 1981 .

[16]  Laurens de Haan,et al.  On regular variation and its application to the weak convergence of sample extremes , 1973 .

[17]  P. Hall On Some Simple Estimates of an Exponent of Regular Variation , 1982 .

[18]  A. E. Sarhan,et al.  Contributions to order statistics , 1964 .

[19]  J. Wellner,et al.  Empirical Processes with Applications to Statistics , 2009 .