A state space model for software reliability

被引：9

作者：

Chang, YC ^{[1
]}

Leu, LY ^{[1
]}

机构：

[1] Natl Cent Univ, Grad Inst Stat, Chungli 32054, Taiwan

来源：

ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS | 1998年 / 50卷 / 04期

关键词：

JM model; linear exponential loss function; Poisson distribution; exponential distribution;

D O I：

10.1023/A:1003721232207

中图分类号：

O21 [概率论与数理统计]; C8 [统计学];

学科分类号：

020208 ; 070103 ; 0714 ;

摘要：

In this paper, we propose a non-Gaussion state space model to apply in software reliability. This model assumes an exponential distribution for the failure time in every test-debugging stage, conditionally on the state parameter-the number of faults in the program. It is a generalized JM model which can be applied to the imperfect debugging situation as well as in evolving programs. By examining a set of data on evolving program failures, the effect of evolving program model is amply proved.

引用

页码：789 / 799

页数：11

共 19 条

[1] AN EMPIRICAL-STUDY OF A SYNTACTIC COMPLEXITY FAMILY [J].

BASILI, VR ;

HUTCHENS, DH .

IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 1983, 9 (06) :664-672

[2] A BAYESIAN-ESTIMATION METHOD FOR THE FAILURE RATE OF A POSSIBLY CORRECT PROGRAM [J].

BECKER, G ;

CAMARINOPOULOS, L .

IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 1990, 16 (11) :1307-1310

[3] Unification of software reliability models by self-exciting point processes [J].

Chen, YP ;

Singpurwalla, ND .

ADVANCES IN APPLIED PROBABILITY, 1997, 29 (02) :337-352

[4]

CHEN YP, 1994, STAT SINICA, V4, P535

[5] AN EMPIRICALLY DEVELOPED FOURIER-SERIES MODEL FOR DESCRIBING SOFTWARE FAILURES [J].

CROW, LH ;

SINGPURWALLA, ND .

IEEE TRANSACTIONS ON RELIABILITY, 1984, 33 (02) :176-183

[6] STATISTICAL-THEORY - THE PREQUENTIAL APPROACH [J].

DAWID, AP .

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 1984, 147 :278-292

[7]

GOAL AL, 1979, IEEE T RELIAB, V28, P206

[8]

Jelinski Z., 1972, Statistical Computer Performance Evaluation, P465, DOI DOI 10.1016/B978-0-12-266950-7.50028-1

[9] A UNIFICATION OF SOME SOFTWARE-RELIABILITY MODELS [J].

LANGBERG, N ;

SINGPURWALLA, ND .

SIAM JOURNAL ON SCIENTIFIC AND STATISTICAL COMPUTING, 1985, 6 (03) :781-790

[10] BAYESIAN RELIABILITY MODEL WITH A STOCHASTICALLY MONOTONE FAILURE RATE [J].

LITTLEWOOD, B ;

VERRALL, JL .

IEEE TRANSACTIONS ON RELIABILITY, 1974, R 23 (02) :108-114

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