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Software Reliability Growth Models / by David D. Hanagal, Nileema N. Bhalerao.
Springer Nature - Springer Mathematics and Statistics eBooks 2021 English International Available online
View online- Format:
- Book
- Author/Creator:
- Hanagal, David D., author.
- Bhalerao, Nileema N., author.
- Series:
- Infosys Science Foundation Series in Mathematical Sciences, 2364-4044
- Language:
- English
- Subjects (All):
- Statistics.
- Local Subjects:
- Statistics.
- Physical Description:
- 1 online resource (115 pages) : illustrations
- Edition:
- 1st ed. 2021.
- Place of Publication:
- Singapore : Springer Nature Singapore : Imprint: Springer, 2021.
- Summary:
- This book presents the basic concepts of software reliability growth models (SRGMs), ranging from fundamental to advanced level. It discusses SRGM based on the non-homogeneous Poisson process (NHPP), which has been a quite successful tool in practical software reliability engineering. These models consider the debugging process as a counting process characterized by its mean value function. Model parameters have been estimated by using either the maximum likelihood method or regression. NHPP SRGMs based on inverse Weibull, generalized inverse Weibull, extended inverse Weibull, generalized extended inverse Weibull, and delayed S-shaped have been focused upon. Review of literature on SRGM has been included from the scratch to recent developments, applicable in artificial neural networks, machine learning, artificial intelligence, data-driven approaches, fault-detection, fault-correction processes, and also in random environmental conditions. This book is designed for practitioners and researchers at all levels of competency, and also targets groups who need information on software reliability engineering.
- Contents:
- 1. Introduction to Software Reliability Models
- 2. Literature Survey in Software Reliability Growth Models
- 3. NHPP Software Reliability Growth Models
- 4. Inverse Weibull Software Reliability Growth Model
- 5. Generalized Inverse Weibull Software Reliability Growth Model
- 6. Extended Inverse Weibull Software Reliability Growth Model
- 7. Generalized Extended Inverse Weibull Software Reliability Growth Model
- 8. Delayed S-Shaped SRGM with Time Dependent Fault Content Rate Function
- 9. Scope for Future Extension to SRGM.
- Notes:
- Includes index.
- ISBN:
- 981-16-0025-2
- OCLC:
- 1241447190
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