The Korean Journal of Applied Statistics (응용통계연구)

The Korean Statistical Society (한국통계학회)
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Software Reliability Model with Multiple Change-Points

소프트웨어 신뢰도 모형에서 다중 변화점 문제

  • Dong Hoon Lim (Department of Statistics, Gyeongsang National University, Chihju, 660-701, Korea) ;
  • Dong Hee Kim (Department of Statistics, Pusan National University, Pusan 609-735, Korea)
  • Published : 1994.09.01
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Abstract

In this paper, we can see that software reliability model has been improved by considering multiple change-points. The condition for the existence of maximum likelihood estimate of the initial error content of a program is given and the maximum likelihood estimations of multiple change-points are derived. We assess the performance of our multiple change-points model on numerical applicaiton.

본 논문은 소프트웨어 신뢰도 모형에서 다중 변화점을 고려함으로서 미래의 관찰치에 대한 예측 성능을 높일 수 있는 새로운 모형에서 프로그램 에러수의 최우추정량이 유한일 조건을 제시하고, 변화점 추정 방법에 대해 논의한다. 또한, 제안된 모형의 타당성을 조사하기 위해 실제 예제를 통하여 모형 성능을 평가한다.

Keywords

References

  1. IEEE Transactions on Software Engineering v.SE-12 Evaluation of computing reliability predictions Abdalla-Ghaly,A.A.;Chan,P.Y.;Littlewood,B.
  2. Journal of the Royal Statistical Society A v.147 Statistical theory: the prequential approach Dawid,A.P.
  3. Journal of the American Statistical Association v.72 An emirical stopping rule for debugging and testing computer software Forman,E.H.;Singpurwalla,N.D.
  4. Statistical Computer Performance Evaluation Software reliability research Jelinski,Z.;Moranda,P.B.;Freiberger,W.(Ed.)
  5. IEEE Transactions on Reliability v.R-34 On the software reliability models of Jelinski-Moranda and Littlewood Joe,H.;Reid,N.
  6. 13th International Symposium on Fault-Tolerant Computing, Digest of Papers Comparison of software reliability predictions Keiller,P.A.;Littlewood,B.;Miller,D.R.;Sofer,A.
  7. Working Paper 8023, Graduate School of Management, University of Rochester On the estimation of the number of errors and reliability of software systems Kubat,P.;Koch,H.S.
  8. IEEE Transactions on Software Engineering v.SE-6 Theories of software reliability: How good are they and how can they be improved ? Littlewood,B.
  9. IEEE Transactions on Software Engineering v.R-30 Likelihood function of a debuging model for computer software reliability Littlewood,B.;Verrall,J.L.
  10. Software Reliability Data Musa,J.D.
  11. IEEE Transactions on Reliability v.R-34 Parameter estimation for a specific software reliability model Spreij,P.
  12. Communications in Statistics-Theory and Methods v.22 Change-point problems in software and hardware reliability Zhao,M.