A sequential Bayesian generalization of the Jelinski–Moranda software reliability model

A sequential Bayesian generalization of the Jelinski–Moranda software reliability model

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Article ID: iaor20072832
Country: United States
Volume: 53
Issue: 4
Start Page Number: 354
End Page Number: 362
Publication Date: Jun 2006
Journal: Naval Research Logistics
Authors:
Keywords: computers
Abstract:

The Jelinski–Moranda model of software reliability is generalized by introducing a negative-binomial prior distribution for the number of faults remaining, together with a Gamma distribution for the rate at which each fault is exposed. This model is well suited to sequential use, where a sequence of reliability forecasts is made in the process of testing or using the software. We also investigate replacing the Gamma distribution with a worst-case assumption about failure rates (the worst-case failure rate in models such as this is not infinite, since faults with large failure rates are immediately discovered and removed).

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