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An Intelligent Method for Test Data Generation Based on Optimized Interval Arithmetic

첫 페이지 보기
  • 발행기관
    보안공학연구지원센터(IJDTA) 바로가기
  • 간행물
    International Journal of Database Theory and Application 바로가기
  • 통권
    Vol.7 No.1 (2014.02)바로가기
  • 페이지
    pp.11-24
  • 저자
    Ying Xing, Yun-Zhan Gong, Ya-Wen Wang, Xu-Zhou Zhang
  • 언어
    영어(ENG)
  • URL
    https://www.earticle.net/Article/A217323

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원문정보

초록

영어
Path-oriented test data generation is in essence a Constraint Satisfaction Problem solved by search strategies, among which backtracking algorithms are widely used. In this paper, the backtracking algorithm Branch & Bound is introduced to generate path-oriented test data automatically. A model based on state space search is proposed to construct the search tree dynamically. Aiming at the programs containing constraints of strongly related variables even equalities, the static analysis technique interval arithmetic is optimized for the precise judgment of the assignment to each variable. The analysis on conflict is made accurate via distance for further domain reduction, thus ensuring the precise direction of the next search step. Experiments show that the proposed method outperformed other methods used in static test data generation. Specifically, it produces excellent results when variables are strongly related even when they are in equalities, and generation time increases stably and linearly with the increment of number of expressions including both equalities and inequalities.

목차

Abstract
 1. Introduction
 2. Background
 3. The Search Algorithm
  3.1 State space search
  3.2 Details of the proposed algorithm
 4. Optimized Interval Arithmetic
  4.1 The design of the algorithm
  4.2 Case study
 5. Experimental Analyses and Empirical Evaluations
  5.1 Testing a composed test bed
  5.2 Testing the performance of optimized interval arithmetic
  5.3 Comparison with other static method
 6. Conclusion
 References

키워드

test data generation constraint Satisfaction Problem Branch & Bound state space search interval arithmetic

저자

  • Ying Xing [ State Key Laboratory of Networking and Swiching Technology, Beijing University of Posts and Telecommunications, Beijing, 100876, China, Liaoning Technical University, Huludao, 125105, China ]
  • Yun-Zhan Gong [ State Key Laboratory of Networking and Swiching Technology, Beijing University of Posts and Telecommunications, Beijing, 100876, China ]
  • Ya-Wen Wang [ State Key Laboratory of Networking and Swiching Technology, Beijing University of Posts and Telecommunications, Beijing, 100876, China, State Key Laboratory of Comupter Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, 100190, China ]
  • Xu-Zhou Zhang [ State Key Laboratory of Networking and Swiching Technology, Beijing University of Posts and Telecommunications, Beijing, 100876, China ]

참고문헌

자료제공 : 네이버학술정보

간행물 정보

발행기관

  • 발행기관명
    보안공학연구지원센터(IJDTA) [Science & Engineering Research Support Center, Republic of Korea(IJDTA)]
  • 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 Database Theory and Application
  • 간기
    격월간
  • pISSN
    2005-4270
  • 수록기간
    2008~2016
  • 십진분류
    KDC 505 DDC 605

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