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Fuzzy Logic Approach to Forecast the Extendibility/Extensibility in Object Oriented Design using an Integrated Model

by Rajinder Vir, Parwinder Dhillon, Jaswinder Dhillon
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 94 - Number 9
Year of Publication: 2014
Authors: Rajinder Vir, Parwinder Dhillon, Jaswinder Dhillon
10.5120/16371-5811

Rajinder Vir, Parwinder Dhillon, Jaswinder Dhillon . Fuzzy Logic Approach to Forecast the Extendibility/Extensibility in Object Oriented Design using an Integrated Model. International Journal of Computer Applications. 94, 9 ( May 2014), 17-22. DOI=10.5120/16371-5811

@article{ 10.5120/16371-5811,
author = { Rajinder Vir, Parwinder Dhillon, Jaswinder Dhillon },
title = { Fuzzy Logic Approach to Forecast the Extendibility/Extensibility in Object Oriented Design using an Integrated Model },
journal = { International Journal of Computer Applications },
issue_date = { May 2014 },
volume = { 94 },
number = { 9 },
month = { May },
year = { 2014 },
issn = { 0975-8887 },
pages = { 17-22 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume94/number9/16371-5811/ },
doi = { 10.5120/16371-5811 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:17:12.386077+05:30
%A Rajinder Vir
%A Parwinder Dhillon
%A Jaswinder Dhillon
%T Fuzzy Logic Approach to Forecast the Extendibility/Extensibility in Object Oriented Design using an Integrated Model
%J International Journal of Computer Applications
%@ 0975-8887
%V 94
%N 9
%P 17-22
%D 2014
%I Foundation of Computer Science (FCS), NY, USA
Abstract

A number of researchers have conducted various empirical studies on the software metrics for Object Oriented design. The research proved that some of these metrices are very useful for forcasting the quality attributes of the software like extendibility/extensibility, effectiveness, reliability and maintainability. In this paper a hybrid approach is proposed for investigating the extendibility/extensibility of classes in Object Oriented design. Tthe hybrid approach will comprised of subset of CK netric suite and mood netric suite. These days a great demand occur for finding software measurement so that quality of software can be forcasted. Therefore software engineering require various quality models that can be used for forcasting the characteristics for quality such as extendibility/extensibility, effectiveness, reliability and maintainability. The main objective of this work is to experimentally forecast the association between OOD metrics and extendibility/extensibility.

References
  1. D. Bellin, Manish Tyagi and Maurice Tyler, "Object-Oriented Metrics: An Overview", Computer Science Department, North Carolina A, T State University, Greensboro, Nc 27411-0002.
  2. E. Chandra and P. E. Linda "Assessment of Software Quality through Object Oriented Metrics" CIIT International Journal of Software Engineering, Vol. 2, Issue: 2, Feb, 2010.
  3. F. B. Abreu and R. Carapua "Candidate Metric for OOS within Taxonomy Framework" Journal of System & Software, Vol. 26, No. 1, July 1994.
  4. K. K. Aggarwal, Y. Singh, A. Kaur, R. Malhotra, "Software Reuse Metrics for Object-Oriented Systems", Proceedings 3rd ACIS Int'l Conference on Software Engineering Research, Management and Applications (SERA'05), IEEE Computer Society, pp. 48-55, 2005.
  5. Kamiya, Toshihiro, Kusumoto, Shinji, Inoue, Katsuro "Prediction of fault-proneness at early phase in object-oriented development" Proceedings 2nd IEEE International Symposium on Object-Oriented Real-Time Distributed Computing, (ISORC '99) , pp: 253 – 258, 1999.
  6. P. Saxena and M. Saini, "Empirical Studies to Predict Fault Proneness: A Review", Proceedings International Journal of Computer Applications 22(8):41–45, May 2011.
  7. R. Bhatnagar, V. Bhattacharje and M. K. Ghose, "A proposed novel framework for early effort estimation using fuzzy logic techniques", Proceedings Global Journal of Computer Science and Technology, Vol 10, No. 14, 2010.
  8. R. Malhotra, A. Kaur and Y. Singh, "Empirical validation of object-oriented metrics for predicting fault proneness at different severity levels using support vector machines", Proceedings of International Journal of System Assurance Engineering and Management, Vol. 1, Issue 3, pp. 269-281, September, 2010.
  9. R. Malhotra, "A Defect Prediction Model for Open Source Software", Proceedings of the World Congress on Engineering 2012, Vol. II, July 4 - 6, 2012, London (UK). WCE 2012.
  10. R. Subramanyam and M. S. Krishnan, "Empirical Analysis of CK Metrics for Object-Oriented Design Complexity: Implications for Software Defects", IEEE Transactions on Software Engineering, Vol. 29, Issue: 4, pp: 297 – 310, April, 2003.
  11. S. Benlarbi, K. El Emam and N. Geol, "Issues in Validating Object-Oriented Metrics for Early Risk Prediction", by Cistel Technology 210 Colonnade Road Suite 204 Nepean, Ontario Canada K2E 7L5, 1999.
  12. S. K Dubey and A. Rana, "A Comprehensive Assessment of Object-Oriented Software Systems Using Metrics Approach", IJCSE, Vol. 02, pp. 2726–2730, 2010.
  13. S. R. Chidamber and C. F. Kemerer, "A Metrics Suite for Object Oriented Design", IEEE Transactions on Software Engineering, Vol. 20, No. 6, pp. 476–493, 1994.
  14. T. Menzies, K. Ammar, A. Nikora, and S. Stefano, "How Simple is Software Defect Prediction?" Journal of Empirical Software Engineering, October, 2003.
  15. L. A. Zadeh, "Fuzzy sets, Information and Controll", Vol. 8, pp. 338-353, 1965.
  16. Sunint K. Khalsa, "A Fuzzified Approach for the Prediction of Fault Proneness and Defect Density", Proceedings of the World Congress on Engineering, Vol. I, WCE 2009, July 1 - 3, 2009, London, U. K. , 2009.
  17. F. B. Abreu and R. Carapua, "Candidate Metric for OOS within Taxonomy Framework", Journal of System & Software, Vol. 26, No. 1,July 1994.
  18. L. H. Rosenberg and L. Hyatt, "Software Quality Metrics for Object Oriented Environments", Crosstalk Journal, 1997.
  19. J. Bansiya and C. G. Davis, "A Hierarchical Model for Object-Oriented Design Quality Assessment", IEEE Transactions on Software Engineering, Vol. 28, Issue: 1, 2002.
  20. A. Handa and G. Wayal, "Software Quality enhancement using Fuzzy Logic with object oriented metrics in design", International Journal of Computer Engineering and Technology (IJCET), Vol. 3, Issue: 1, pp: 169-179, June 2012.
Index Terms

Computer Science
Information Sciences

Keywords

MOOD Metric suite CK metric suite Fuzzy inference system Mamdani inference model.