Optimization models in software reliability / / edited by Anu G. Aggarwal, Abhishek Tandon, Hoang Pham

• Pubblicazione: Cham, Switzerland : , : Springer, , [2022]; ©2022
• Descrizione fisica: 1 online resource (376 pages)
• Disciplina: 005.1322
• Soggetto topico: Mathematical optimization
• Persona (resp. second.): PhamHoang; TandonAbhishek; AggarwalAnu G.
• Nota di bibliografia: Includes bibliographical references.
• Nota di contenuto: Intro -- Preface -- Contents -- About the Editors -- Software Reliability Modeling and Methods: A State of the Art Review -- 1 Introduction -- 2 Software Reliability Engineering -- 2.1 Trends in Software Development -- 2.2 Importance of Software Reliability Model -- 3 Software Reliability Models -- 3.1 Probabilistic Software Reliability Models -- 3.2 General Theory of NHPP -- 4 NHPP Software Reliability Models -- 4.1 NHPP Exponential Models -- 4.2 NHPP S-Shaped Models -- 4.3 NHPP Imperfect Debugging Models -- 4.4 NHPP Software Reliability Models on Software Testing -- 4.5 NHPP Multiple-Release Software Reliability Models -- 4.6 NHPP Environmental Factor Based Software Reliability Models -- 5 Conclusion -- References -- Software Reliability Growth Models Incorporating Software Project/Application's Characteristics as a Power Function with Change Point -- 1 Introduction -- 2 Literature Survey -- 2.1 Software Reliability Growth Models -- 2.2 Change Point -- 2.3 Release Policy -- 3 Methodology -- 3.1 Notations -- 3.2 Assumptions -- 3.3 Model Development -- 4 Model Validation -- 4.1 Dataset -- 4.2 Parameter Estimation -- 4.3 Goodness of Fit Curves -- 4.4 Comparison with the Previous Models -- 5 Release Policy -- 5.1 Numerical Illustration -- 5.2 Sensitivity Analysis -- 6 Conclusion -- 7 Future Scope -- References -- Robust Multi-Response Based Software Reliability Modeling -- 1 Introduction -- 2 Literature Survey -- 3 Methodology -- 4 Implementation -- 5 Results and Discussion -- 6 Conclusion -- References -- Multi-criteria Decision Making in Optimal Software Testing-Allocation Problem -- 1 Introduction -- 2 Section Heading -- 3 Proposed Approach -- 4 Numerical Examples -- 5 Concluding Remarks -- References -- Release Planning Analysis Through Testing Coverage and Fault Reduction Factor Based Models with Change Point Perspective -- 1 Introduction. ; 2 Literature Review -- 2.1 Software Reliability Growth Models -- 2.2 Testing Coverage -- 2.3 Fault Reduction Factor -- 2.4 Change Point Concept -- 2.5 Release Planning -- 3 Modelling Framework -- 3.1 Assumptions -- 3.2 Model Development -- 3.3 Validation and Performance Analysis -- 3.4 Release Planning of Software System -- 4 Numerical Illustration -- 4.1 Optimal Software Release Time -- 4.2 Variations in Cost Parameters -- 5 Theoretical and Managerial Implications -- 6 Conclusion, Limitations and Directions for Future Research -- References -- Understanding Interactions Among Software Development Attributes and Release Planning Problem Through ISM and MAUT -- 1 Introduction -- 2 Research Background -- 2.1 Software Attributes -- 2.2 ISM -- 2.3 MAUT for Release Planning -- 3 Proposed Methodology -- 3.1 ISM Method to Study the Relationship of Software Attributes -- 3.2 MICMAC Analysis -- 3.3 MAUT to Determine Optimal Release and Warranty Time -- 4 Empirical Illustration and Result Discussion -- 4.1 ISM -- 4.2 MICMAC Analysis -- 4.3 MAUT -- 5 Implications -- 5.1 Theoretical Implications -- 5.2 Managerial Implications -- 6 Conclusions, Limitations and Future Scope -- References -- Software Reliability Modeling and Assessment Integrating Time Dependent Fault Reduction Factor in Random Environment -- 1 Introduction -- 2 Literature Survey -- 3 Modeling Framework -- 3.1 Background Work -- 3.2 Model Assumptions -- 3.3 Model Formulation -- 4 Estimations and Analysis -- 4.1 Real Data Sets -- 4.2 Model Selection and Validation Criteria -- 4.3 Parameter Estimates -- 4.4 Curves of Fitting -- 4.5 Discussion of Findings -- 5 Release Time of Software -- 5.1 Numerical Illustration -- 6 Conclusion -- 7 Future Scope -- References -- Multi-objective Release Time Problem for Modular Software using Fuzzy Analytical Hierarchy Process -- 1 Introduction -- 2 Related Work. ; 2.1 Software Reliability Growth Model -- 2.2 Testing Coverage -- 2.3 Fault Reduction Factor -- 2.4 Modular Software -- 2.5 Fuzzy Analytical Hierarchy Process -- 2.6 Release planning -- 3 Evaluation Framework -- 3.1 Software Reliability Growth Models (SRGMs) -- 3.2 Modular Weights calculation -- 3.3 Release Time Problem Formulation -- 4 Numerical Illustration -- 4.1 Parameter Estimation -- 4.2 AHP Weights -- 4.3 Release Time Problem -- 4.4 Sensitivity Analysis -- 4.5 Implications -- 5 Conclusion -- References -- Neutrosophic AHP Approach for Budget Constrained Reliability Allocation Among Modules of Software System -- 1 Introduction -- 2 Literature Review -- 3 Notations -- 4 Reliability Allocation Methodology -- 5 Numerical Illustration -- 5.1 Relative Weights of Modules -- 5.2 Optimization Problem Solution -- 6 Implications -- 6.1 Theoretical Implication -- 6.2 Managerial Implications -- 7 Conclusions, Limitations and Future Scope -- References -- Testing Resource Allocation for Software System: An Approach Integrating MEMV-OWA and DEMATEL -- 1 Introduction -- 2 Literature Review -- 3 Resource Allocation Methodology -- 3.1 DEMATEL Method -- 3.2 Ordered Weighted Averaging (OWA) Operator -- 3.3 Maximum Entropy Minimum Variance-Ordered Weighted Averaging (MEMV-OWA) Operator -- 4 Numerical Example -- 5 Conclusion and Future Scope -- References -- Modeling Allocation Problem for Software with Varied Levels of Fault Severity -- 1 Introduction -- 2 Related Research Work -- 2.1 NHPP Based SRGMs -- 2.2 Resource Allocation Problems -- 3 Modeling Framework -- 3.1 Time-Dependent SRGM with Faults of Varied Severity Level -- 3.2 Testing Resource Dependent SRGM with Faults of Varied Severity Level -- 3.3 Modeling Resource Allocation Problem for Maximizing the Total Fault Removal from Software -- 4 Solution Methodologies -- 4.1 Parameter Estimation. ; 4.2 Genetic Algorithm -- 5 Numerical Illustration -- 5.1 Model Validation -- 5.2 Resource Allocation Numerical Illustration -- 6 Theoretical and Managerial Implications -- 7 Conclusion -- 8 Limitations and Future Scope -- References -- Integration of FAHP and COPRAS-G for Software Component Selection -- 1 Introduction -- 2 Literature Review -- 3 Methodology -- 3.1 FAHP -- 3.2 COPRAS-G -- 4 Numerical Illustration -- 5 Conclusion -- 6 Future Scope -- References -- Estimation and Testing Procedures for the Reliability Functions of Exponentiated Generalized Family of Distributions and a Characterization Based on Records -- 1 Introduction -- 1.1 Reliability and Reliability Function -- 1.2 Record and Record Values -- 1.3 Characterizations of Distributions -- 1.4 The EG Family of Distributions -- 1.5 Notations and Definition -- 2 A Characterization of EG Family of Distribution -- 3 Point Estimation Procedures -- 3.1 UMVUES of α, R(t) and P, When β is Known -- 3.2 MLES of R(t) and P, When All Parameters Are Unknown -- 4 Confidence Interval for α, β, R(t) and P -- 5 Testing Procedures for Various Hypotheses -- 6 Simulation Study and Real Data Analysis -- 6.1 A Particular Case and Algorithm -- 6.2 Simulation Studies -- 6.3 Real Data Example -- 7 Conclusion -- 8 Future Scope -- References -- Modelling of Non-linear Multi-objective Programming and TOPSIS in Software Quality Assessment Under Picture Fuzzy Framework -- 1 Introduction -- 2 Research Background -- 3 Methodology -- 4 Numerical Illustrations -- 5 Conclusion and Future Scope -- References -- Requirement Barriers to Implement the Software Projects in Agile Development -- 1 Introduction -- 2 Literature Survey -- 3 Methodology -- 4 Conclusion -- References -- Ranking of Multi-release Software Reliability Growth Model Using Weighted Distance-Based Approach -- 1 Introduction -- 2 Literature Survey. ; 3 Notations -- 4 General Multi-release SRGM -- 5 Multi Release SRGM Models -- 6 Comparison Criteria -- 7 Weighted Distance-Based Approach -- 8 Numerical Illustration for Multi-release SRGM Ranking -- 9 Results -- 10 Conclusion and Future Scope -- References.
• Titolo autorizzato: Optimization models in software reliability
• ISBN: 3-030-78919-5
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910522922803321
• Lo trovi qui: Univ. Federico II
• Serie: Springer Series in Reliability Engineering