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A Preliminary Study on Impact of Dying of Solution on Performance of Multi-objective Genetic Algorithm Read chapter Read first chapter

2014 | OriginalPaper | Chapter

A Multistage Model for Defect Prediction of Software Development Life Cycle Using Fuzzy Logic

Authors : Harikesh Bahadur Yadav, Dilip Kumar Yadav

Published in: Proceedings of the Third International Conference on Soft Computing for Problem Solving

Publisher: Springer India

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Abstract

In this paper, a multistage model for software defect density indicator is proposed using the top most reliability relevant metrics and Fuzzy Inference System (FIS). Prediction of defect in each phase of software development life cycle (SDLC) is desirable for effective decision-support and trade-off analysis during early development phases. The predictive accuracy of proposed model is validated using nine real software projects data. Validation results are satisfactory.

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Literature
1.
ANSI/IEEE 729-1983, IEEE Standard Glossary of Software Engineering Terminology
2.
Lyu, M.R.: Handbook of Software Reliability Engineering. McGraw-Hill, New York (1995)
3.
Musa, J.D., Iannino, A., Okumoto, K.: Software Reliability: Measurement, Prediction, Application. McGraw-Hill Publishers, New York (1987)
4.
Kaner, C.: Software engineering metrics: what do they measure and how do we know. In: 10th International Software Metrics Symposium 2004
5.
Pham, H.: System Software Reliability. Reliability Engineering Series. Springer, London (2006)
6.
Gaffney, J.E., Davis, C.F.: An approach to estimating software errors and availability. In: Proceedings of 11th Minnow Brook Workshop on Software Reliability (1988)
7.
Gaffney, J.E., Pietrolewiez, J.: An automated model for software early error prediction (SWEEP). In: Proceedings of 13th Minnow Brook Workshop on Software Reliability (1990)
8.
Methodology for Software Reliability Prediction and Assessment, Technical Report RL-TR-92-95, vol. 1–2. Rome Laboratory (1992)
9.
Methodology for Software Prediction, RADAC-TR-87-171, USAF Systems Command (1987)
10.
Agresti, W.W., Evanco, W.M.: Projecting software defects form analyzing Ada design. IEEE Trans. Softw. Eng. 18(11), 988–997 (1992)CrossRef
11.
Zhang, X., Pham, H.: An analysis of factors affecting software reliability. J. Syst. Softw. 50(1), 43–56 (2000)CrossRef
12.
Li, M., Smidts, C.: A ranking of software engineering measures based on expert opinion. IEEE Trans. Softw. Eng. 29(9), 811–824 (2003)CrossRef
13.
Fenton, N., Neil, M., Marsh, W., Hearty, P., Radlinski, L., Krause, P.: On the effectiveness of early life cycle defect prediction with Bayesian Nets. Empirical Softw. Eng. 13, 499–537 (2008)CrossRef
14.
Pandey, A.K., Goyal, N.K.: A fuzzy model for early software fault prediction using process maturity and software metrics. Int. J. Electr. Eng. 1(2), 239–245 (2009)
15.
Catal, Cagatay: Software fault prediction: a literature review and current trends. Expert Syst. Appl. 38(4), 4626–4636 (2011)CrossRef
16.
Yadav, D.K., Charurvedi, S.K., Mishra, R.B.: Early software defects prediction using fuzzy logic. Int. J. Perform. Eng. 8(4), 399–408 (2012)
17.
Radjenovic, D., et al.: Software fault prediction metrics: a systematic literature review. Inf. Softw. Technol. 55(8), 1397–1418 (2013)CrossRef
18.
Can, H., Jianchun, X., Ruide, Z., Juelong, L., Qiliang, Y., Liqiang, X.: A new model for software defect prediction using particle swarm optimization and support vector machine. Control and Decision Conference (CCDC), 2013 25th Chinese, pp. 4106, 4110. 25–27 May 2013
19.
Ross, T.J.: Fuzzy logic with engineering applications, 2nd edn. Wiley, London (2004)
20.
Zadeh, L.A.: Knowledge representation in fuzzy logic. IEEE Trans. Knowl. Data Eng. 1, 89–100 (1989)CrossRef
21.
Yadav, D.K., Chaturavedi, S.K., Mishra, R.B.: Forecasting time-between-failures of software using fuzzy time series approach. In: IEEE Proceeding of North American Fuzzy Information Processing Society (NAFIPS), Berkley, USA, pp 1–8. 6–8 Aug 2012
22.
Suma, V., Gopalakrishnan Nair T.R.: Defect Management Strategies in Software Development. In: Strangio, M.A. (ed.) Recent Advances in Technologies (2009)
Metadata
Title
A Multistage Model for Defect Prediction of Software Development Life Cycle Using Fuzzy Logic
Authors
Harikesh Bahadur Yadav
Dilip Kumar Yadav
Copyright Year
2014
Publisher
Springer India
Book
Proceedings of the Third International Conference on Soft Computing for Problem Solving

Print ISBN: 978-81-322-1767-1

Electronic ISBN: 978-81-322-1768-8

Copyright Year: 2014

DOI
https://doi.org/10.1007/978-81-322-1768-8_58

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