Early software reliability prediction with extended ANN model

Proceedings - International Computer Software and Applications Conference

Volumn 2, Issue , 2006, Pages 234-239

  Hu, Q P ^a   Dai, Y S ^b   Xie, M ^a   Ng, S H ^a  

^a NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

^b PURDUE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

MATHEMATICAL MODELS; NEURAL NETWORKS; NUMERICAL METHODS; PROJECT MANAGEMENT; SOFTWARE TESTING; SWITCHING;

DATA REUSE; PREDICTION PERFORMANCE; SWITCHING POINTS;

SOFTWARE RELIABILITY;

EID: 34247507713     PISSN: 07303157     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/COMPSAC.2006.130     Document Type: Conference Paper

References (14)

1. Musa, J.D., Iannino, A. & Okumoto, K., 1987, Software reliability: measurement, prediction, application, McGraw-Hill, New York.
2. Xie, M., 1991, Software reliability modelling, World Scientific, Singapore.
3. Lyu, MR., 1996, Handbook of software reliability engineering, IEEE Computer Society Press
4. Karunanithi, N., Whitley, D. & Malaiya, Y.K., 1992, 'Prediction of software reliability using connectionist models,' IEEE Transactions on Software Engineering, vol. 18, no.7, pp. 563-574.
5. Cai, K.Y., Cai, L., Wang, W.D., Yu, Z.Y. & Zhang, D, 2001, 'On the neural network approach in software reliability modeling,' Journal of Systems and Software, vol. 58, no. 1, pp. 47-62.
6. Ho, S.L., Xie, M. & Goh, T.N., 2003, 'A study of the connectionist models for software reliability prediction,' Computers & Mathematics with Applications, vol. 46, no. 7, pp. 1037-1045.
7. Guo, P. & Lyu, MR., 2004, 'A pseudoinverse learning algorithm for feedforward neural networks with stacked generalization applications to software reliability growth data,' Neurocomputing, vol. 56, pp. 101-121.
8. Tian, L. & Noore, A., 2005, 'Evolutionary neural network modeling for software cumulative failure time prediction,' Reliability Engineering & System Safety, vol. 87, no. 1, pp. 45-51.
9. Hu, Q.P., Xie, M., Ng, S.H., & Levitin, G., 2006, 'Robust recurrent neural network modeling for software fault detection and correction prediction', Reliability Engineering and System Safety, In press, Corrected proof.
10. Cai, K.Y., Cangussu, J.W., Decarlo, R.A. & Mathur, A.P., 2004, 'An overview of software cybernetics'. Eleventh Annual International Workshop on Software Technology and Engineering Practice, Proceedings, pp. 77-86
11. Miller, S.D., DeCarlo, R.A., Mathur, A.P. & Cangussu, J.W. 2006, 'A control-theoretic approach to the management of the software system test phase', Journal of Systems and Software, In press, Corrected proof.
12. Smidts, C., Stutzke, M. & Stoddard, R.W. 1998, 'Software reliability modeling: An approach to early reliability prediction', IEEE Transactions on Reliability, vol. 47, no. 3, pp. 268-278.
13. Xie, M., Hong, G.Y. & Wohlin, C. 1999, 'Software reliability prediction incorporating information from a similar project', Journal of Systems and Software, vol. 49, no. 1, pp. 43-48.
14. Wood, A., 1996, 'Predicting software reliability'. Computer, vol. 29, no. 11, pp. 69-77.