Title :
A Test for Convex Dominance With Respect to the Exponential Class Based on an
Distance
Author :
Baillo, Amparo ; Carcamo, Javier ; Nieto, Sofia
Author_Institution :
Dept. de Mat., Univ. Autonoma de Madrid, Cantoblanco, Spain
Abstract :
We consider the problem of testing if a non-negative random variable is dominated, in the convex order, by the exponential class. Under the null hypothesis, the variable is harmonic new better than used in expectation (HNBUE), a well-known class of ageing distributions in reliability theory. As a test statistic, we propose the L1 norm of a suitable distance between the empirical and the exponential distributions, and we completely determine its asymptotic properties. The practical performance of our proposal is illustrated with simulation studies, which show that the asymptotic test has a good behavior and power, even for small sample sizes. Finally, three real data sets are analyzed.
Keywords :
exponential distribution; random processes; reliability theory; statistical testing; HNBUE; L1 distance; L1 norm; ageing distributions; asymptotic properties; asymptotic test; convex dominance; convex order; empirical distributions; exponential class; exponential distributions; harmonic new better than used in expectation; nonnegative random variable; null hypothesis; reliability theory; test statistic; Aging; Bridges; Distribution functions; Exponential distribution; Harmonic analysis; Random variables; Trajectory; Ageing classes of distributions; convex order; exponential distribution; harmonic new better than used in expectation;
Journal_Title :
Reliability, IEEE Transactions on
DOI :
10.1109/TR.2014.2355534