Intelligent Software Defect Prediction (Hardcover, 2023)

· 제목 : Intelligent Software Defect Prediction (Hardcover, 2023) 
· 분류 : 외국도서 > 컴퓨터 > 소프트웨어 개발/엔지니어링 > 일반
· ISBN : 9789819928415
· 쪽수 : 140쪽
· 출판일 : 2024-01-18

1 Introduction

1.1 Software Quality Assurance

1.2 Software Defect Prediction

1.3 Research Directions of SDP

1.3.1 Within-Project Defect Prediction (WPDP)

1.3.2 Cross-Project Defect Prediction (CPDP)

1.3.3 Heterogeneous Defect Prediction (HDP)

1.3.4 Other Research Questions of SDP

1.4 Notations and Corresponding Descriptions

1.5 Structure of This Book

References

2 Application of Machine Learning Techniques in Intelligent SDP

2.1 Transfer Learning

2.2 Deep Learning

2.3 Other Techniques

2.3.1 Dictionary Learning

2.3.2 Semi-Supervised Learning

2.3.3 Multi-View Learning

References

3 Within-Project Defect Prediction

3.1 Basic WPDP

3.1.1 Dictionary Learning based Software Defect Prediction

3.1.2 Collaborative Representation Classification based Software Defect Prediction

3.2 Semi-Supervised WPDP

3.2.1 Sample-based Software Defect Prediction with Active and Semi-Supervised Learning

3.2.2 Other Solutions

References

4 Cross-Project Defect Prediction

4.1 Basic CPDP

4.1.1 Manifold embedded distribution adaptation

4.1.2 Other Solutions

4.2 Class imbalance problem in CPDP

4.2.1 An Improved SDA based Defect Prediction Framework

4.2.2 Other Solutions

4.3 Semi-Supervised CPDP

4.3.1 Cost-Sensitive Kernelized Semi-Supervised Dictionary Learning

4.3.2 Other Solutions

References

5 Heterogeneous Defect Prediction

5.1 Basic HDP

5.1.1 Unified Metric Representation and CCA-based Transfer Learning

5.1.2 Other Solutions

5.2 Class Imbalance Problem in HDP

5.2.1 Cost-Sensitive Transfer Kernel Canonical Correlation Analysis

5.2.2 Other Solutions

5.3 Multiple Sources and Privacy Preservation Problems in HDP

5.3.1 Multi-Source Selection Based Manifold Discriminant Alignment

5.3.2 Sparse Representation based Double Obfuscation Algorithm

References

6 Empirical Findings on HDP Approaches

6.1 Heterogeneous Defect Prediction

6.1.1 Major Challenges

6.1.2 Review of Research Status

6.1.3 Analysis on Research Status

6.2 Goal Question Metric (GQM) based Research Methodology

6.2.1 Research Goal

6.2.2 Research Questions

6.2.3 Evaluation Metrics

6.3 Experiments

6.4 Discussions

References

7 Other Research Questions of SDP

7.1 Cross-Version Defect Prediction

7.2 Just-in-Time Defect Prediction

7.3 Effort-Aware Just-in-Time Defect Prediction

8 Conclusions

References