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• W2193782188 abstract "Software reliability growth model (SRGM) with testing-effort function (TEF) is very helpful for software developers and has been widely accepted and applied. However, each SRGM with TEF (SRGMTEF) contains some undetermined parameters. Optimization of these parameters is a necessary task. Generally, these parameters are estimated by the Least Square Estimation (LSE) or the Maximum Likelihood Estimation (MLE). We found that the MLE can be used only when the software failure data to satisfy some assumptions such as to satisfy a certain distribution. However, the software failure data may not satisfy such a distribution. In this paper, we investigate the improvement and application of a swarm intelligent optimization algorithm, namely quantum particle swarm optimization (QPSO) algorithm, to optimize these parameters of SRGMTEF. The performance of the proposed SRGMTEF model with optimized parameters is also compared with other existing models. The experiment results show that the proposed parameter optimization approach using QPSO is very effective and flexible, and the better software reliability growth performance can be obtained based on SRGMTEF on the different software failure datasets." @default.
• W2193782188 created "2016-06-24" @default.
• W2193782188 creator A5068772612 @default.
• W2193782188 creator A5073943339 @default.
• W2193782188 date "2016-03-01" @default.
• W2193782188 modified "2023-09-25" @default.
• W2193782188 title "Parameter optimization of software reliability growth model with S-shaped testing-effort function using improved swarm intelligent optimization" @default.
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• W2193782188 doi "https://doi.org/10.1016/j.asoc.2015.11.041" @default.
• W2193782188 hasPublicationYear "2016" @default.
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