This book focuses on software fault detection and correction processes, presenting 5 different paired models introduced over the last decade and discussing their applications, in particular to determining software release time.
The first work incorporates the testing effort function and the fault introduction process into the paired fault detection and fault correction models. The second work incorporates fault dependency, while the third adopts a Markov approach for studying fault detection and correction processes. The fourth work considers the multi-release property of various software, and models fault detection and correction processes. The last work classifies faults into four types and models the fault-detection and correction processes.
Enabling readers to familiarize themselves with how software reliability can be modeled when different factors need to be considered, and how the approaches can be used to analyze other systems, the book is important reference guide for researchers in the field of software reliability engineering and practitioners working on software projects. To gain the most from the book, readers should have a firm grasp of the fundamentals of the stochastic process.

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zlib/Computers/Security/Rui Peng, Yan-Fu Li, Yu Liu/Software Fault Detection and Correction: Modeling and Applications_3664130.pdf

Peng, Rui, Li, Yan-Fu, Liu, Yu

Springer Science + Business Media Singapore Pte Ltd

Springer Nature Singapore

SpringerBriefs in computer science, Singapore, 2018

SpringerBriefs in Computer Science, 1st ed., 2018

Springer Nature, Singapore, 2018

Singapore, Singapore

1st ed. 2018, 2018

Nov 13, 2018

sm72987261

producers:
Adobe PDF Library 10.0.1

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Source title: Software Fault Detection and Correction: Modeling and Applications (SpringerBriefs in Computer Science)

Preface 6
Contents 8
List of Abbreviations 11
List of Notations 12
Chapter 1: Introduction 13
1.1 Reliability 13
1.2 Software Reliability 14
1.3 Structure of the Book 15
References 16
Chapter 2: Classification of Models 17
2.1 Software Reliability Models 17
2.2 NHPP Models 17
2.3 Simulation Models 20
2.4 Data-Driven Models 21
2.5 Markov Models 22
2.6 Summary 23
References 24
Chapter 3: TEF Dependent Software FDP and FCP Models 26
3.1 Introduction 26
3.2 The Modeling Process 27
3.2.1 FDP Model 28
3.2.2 FCP Model 28
3.2.3 Some Specific Models 29
Paired Model 1 30
Paired Model 2 31
Paired Model 3 31
Paired Model 4 32
3.2.4 A Summary of Various Testing-Effort Functions 33
Constant TEF 33
Weibull TEF 33
Logistic TEF 34
3.3 Parameter Estimation 34
3.4 Illustrative Example 36
3.4.1 Dataset Description 36
3.4.2 Select the Most Suitable TEF for This Dataset 37
3.4.3 Performance Analysis 37
3.5 Software Release Policies 38
3.5.1 Software Release Policy Based on Reliability Criterion 38
3.5.2 Software Release Policy Based on Cost Criterion 39
3.5.3 Software Release Policy Based on Mixed Criterion 39
3.5.4 Numerical Examples for Software Release Policy 40
3.6 Summary 41
References 42
Chapter 4: Software Reliability Models Considering Fault Dependency 44
4.1 Introduction 44
4.2 The Modeling Framework 46
4.2.1 Modeling FDPL 46
4.2.2 Modeling FCPL 47
4.2.3 Modeling FDPD and FCPD 48
4.2.4 Combined Models 48
4.2.5 Specific Models for Dependent FDP and FCP 49
Constant Debugging Lag 49
Time-Dependent Debugging Lag 50
Exponentially Distributed Random Debugging Lag 50
4.3 Parameter Estimation 51
4.4 Numerical Example 52
4.4.1 Description of the Datasets 52
4.4.2 Performance Analysis 53
4.5 Software Release Policy 55
4.5.1 Software Release Policy Based on Reliability Criterion 56
4.5.2 Software Release Policy Based on Cost Criterion 56
4.5.3 Software Release Policy Based on Mixed Criterion 58
4.5.4 Numerical Examples 58
4.6 Summary 60
References 60
Chapter 5: General Order Statistics-Based Model 63
5.1 Introduction 63
5.2 Modeling Framework 65
5.2.1 Modeling Fault Detection Process 65
5.2.2 Modeling Fault Correction Process 67
5.3 Parameter Estimation with Weighted Least-Square Estimation Method 69
5.4 Some Application Examples 71
5.4.1 Application to an Existing Dataset 72
5.4.2 Predictability Comparison 72
5.4.3 Optimal Software Release Time Analysis 74
5.4.4 Application to a New and Real Dataset with Unequal Time Interval 76
5.4.5 Performance Comparison 78
5.4.6 Optimal Software Release Time Analysis 80
5.5 Summary 81
References 81
Chapter 6: Reliability of Multi-release Open-Source Software 84
6.1 Introduction 84
6.2 Modeling Framework in FDP and FCP with Semigrouped Test Data 85
6.2.1 Fault Correction Process Modeling 85
6.2.2 Fault Removing Matrix 85
6.2.3 Modeling FDP and FCP Based on the Fault Removing Matrix 86
6.2.4 Extended Modeling Framework with Multiple Releases 89
6.3 Parameter Estimation and Comparison Criteria 90
6.3.1 Point Estimation 90
6.3.2 Interval Estimation 91
6.3.3 Comparison Criteria 92
6.4 Illustrative Example 93
6.4.1 Dataset Description 93
6.4.2 Model Application with Single Released Software 93
Model Estimation 93
Model Prediction 95
6.4.3 Model Application with Multiple Released Software 98
Model Estimation 98
Model Prediction 99
6.5 Summary 100
References 102
Chapter 7: FDP and FCP with Four Types of Faults 104
7.1 Introduction 104
7.2 The Modeling Process 106
7.2.1 Fault Detection Process 106
7.2.2 Fault Correction Process 107
7.2.3 Some Special Cases 108
7.3 Parameter Estimation 109
7.4 Illustrative Examples 109
7.5 Software Release Policies 112
7.5.1 Software Release Policy Based on Reliability Criterion 112
7.5.2 Software Release Policy Based on Cost Criterion 113
7.5.3 Software Release Policy Based on Mixed Criterion 114
7.5.4 Numerical Examples for Software Release Policy 114
7.6 Summary 115
References 115

Front Matter ....Pages i-xiii
Introduction (Rui Peng, Yan-Fu Li, Yu Liu)....Pages 1-4
Classification of Models (Rui Peng, Yan-Fu Li, Yu Liu)....Pages 5-13
TEF Dependent Software FDP and FCP Models (Rui Peng, Yan-Fu Li, Yu Liu)....Pages 15-32
Software Reliability Models Considering Fault Dependency (Rui Peng, Yan-Fu Li, Yu Liu)....Pages 33-51
General Order Statistics-Based Model (Rui Peng, Yan-Fu Li, Yu Liu)....Pages 53-73
Reliability of Multi-release Open-Source Software (Rui Peng, Yan-Fu Li, Yu Liu)....Pages 75-94
FDP and FCP with Four Types of Faults (Rui Peng, Yan-Fu Li, Yu Liu)....Pages 95-108

Enabling readers to familiarize themselves with how software reliability can be modeled when different factors need to be considered, and how the approaches can be used to analyze other systems, the book is important referenceguide for researchers in the field of software reliability engineering and practitioners working on software projects. To gain the most from the book, readers should have a firm grasp of the fundamentals of the stochastic process.
Erscheinungsdatum: 13.11.2018

2018-11-29