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Chemometrics: Applications of Mathematics and Statistics to Laboratory Systems
Authors:Patricia L. Smith
Affiliation:Shell Development Company
Abstract:Procedures for testing trends in the intensity functions of nonhomogeneous Poisson processes are based mostly on conditioning on the number of failures observed in (0, t] with fixed t. We study an unconditional test based on the time-truncated data that enables meaningful asymptotics as t → ∞. We show that the asymptotic test is conservative and that its power quickly comes close to the power of the uniformly most powerful unbiased test for the power-law alternatives. Moreover, for the goodness of fit of a specified intensity, the exact test has more power than the test based on the conditional approach. We illustrate the procedure using a real dataset.
Keywords:Asymptotic relative efficiency  Consistency  Intensity function  Minimal-repair  Non-homogeneous poisson process  Trend testing
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