Web application security is an important problem in today’s Internet. A major cause of this is that many developers are not equipped with the right skills to develop secure code. Because of limited time and resources, web engineers need help in recognizing vulnerable components. A useful approach to predict vulnerable code would allow them to prioritize security-auditing efforts. In this work, we compare the performance of different classification techniques in predicting vulnerable PHP files and propose an application of these classification rules. We performed empirical case studies on three large open source web-projects. Software metrics are investigated whether they are discriminative and predictive of vulnerable code, and can guide actions for improvement of code and development team and can prioritize validation and verification efforts. The results indicate that the metrics are discriminative and predictive of vulnerabilities.
목차
Abstract 1. Introduction 2. Software Metrics 3. Approach 4. Experimental Evaluation 4.1. Data Set 4.2. Classifiers 4.3. Evaluation Metrics 4.4. Results 5. Application 6. Threats to Validity 7. Related Work 7.1. Fault Prediction 7.2. Vulnerability prediction 7.3. Equations 8. Conclusion References
키워드
Web SecuritySoftware MetricsVulnerability Prediction
저자
Mamdouh Alenezi [ College of Computer & Information Sciences, Prince Sultan University Riyadh, Saudi Arabia ]
Ibrahim Abunadi [ College of Computer & Information Sciences, Prince Sultan University Riyadh, Saudi Arabia ]
보안공학연구지원센터(IJSIA) [Science & Engineering Research Support Center, Republic of Korea(IJSIA)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of Security and Its Applications
간기
격월간
pISSN
1738-9976
수록기간
2008~2016
등재여부
SCOPUS
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Security and Its Applications Vol.9 No.10