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Research Article | Open Access

A two-parameter family of Hollander–Proschan–type tests against NBUE alternatives

Juan Ding1,2Chi Zhou1Anqi Xia1Wenxin Zhou1Wenjun Xiong3( )
School of Mathematics, Hohai University, Nanjing 211100, China
Laboratory of Mathematical Modeling and Intelligent Computing for Water Systems, Hohai University, Nanjing 211100, China
School of Mathematics and Statistics, Guangxi Normal University, Guilin 541004, China
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Abstract

Testing for aging behavior is a fundamental problem in reliability analysis. We study tests of exponentiality against new better than used in expectation (NBUE) alternatives. Many Hollander–Proschan type procedures can be interpreted as weighted functionals of a common mean residual life gap, but are often presented in isolated forms, making it difficult to understand how weighting affects sensitivity to different alternatives. We develop a unified weighted-functional framework in which several classical procedures arise as special or limiting cases. Within this framework, we construct a centered and studentized statistic with an asymptotic normal null distribution and an explicit centering term. Pitman efficiency analysis and Monte Carlo experiments illustrate how weighting influences sensitivity and finite-sample performance, while real-data applications demonstrate practical interpretability.

CLC number: 62N05, 62G10

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AIMS Mathematics
Pages 13567-13588

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Cite this article:
Ding J, Zhou C, Xia A, et al. A two-parameter family of Hollander–Proschan–type tests against NBUE alternatives. AIMS Mathematics, 2026, 11(5): 13567-13588. https://doi.org/10.3934/math.2026558

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Received: 04 February 2026
Revised: 19 April 2026
Accepted: 27 April 2026
Published: 15 May 2026
©2026 the Author(s), licensee AIMS Press.

This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0)