Predicting fault-prone software modules in embedded systems with classification trees

Proceedings - 4th IEEE International Symposium on High-Assurance Systems Engineering, HASE 1999

Volumn , Issue , 1999, Pages 105-112

  Khoshgoftaar, Taghi M ^a   Allen, Edward B ^a  

^a FLORIDA ATLANTIC UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER SOFTWARE SELECTION AND EVALUATION; FORECASTING; SOFTWARE ENGINEERING; SYSTEMS ENGINEERING; TREES (MATHEMATICS);

CLASSIFICATION AND REGRESSION TREE; CLASSIFICATION TREES; EMBEDDED COMPUTER SYSTEMS; ESSENTIAL ELEMENTS; INFORMATION INFRASTRUCTURES; SOFTWARE ENHANCEMENTS; SOFTWARE QUALITY MODELING; SOFTWARE QUALITY MODELS;

EMBEDDED SYSTEMS;

EID: 85016426757     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/HASE.1999.809481     Document Type: Conference Paper

References (18)

1. V. R. Basili, L. C. Briand, W. Melo. A validation of object-oriented design metrics as quality indicators. IEEE Transactions on Software Engineering, 22(1O):751 761, Oct. 1996.
2. L. Breiman, J. H. Friedman, R. A. Olshen, C. J. Stone. Classification and Regression Trees. Chapman & Hall, London, 1984.
3. L. C. Briand, V. R. Basili, W. M. Thomas. A pattern recognition approach for software engineering data analysis. IEEE Transactions on Software Engineering, 18(11):931 942, Nov. 1992.
4. C. Ebert. Classificatioll techiliques for metric-based software developmeilt. Software Quality Journal, 5(4):255 272, Dec. 1996.
5. B. Efroil. Estimatiilg the error rate of a predictioil rule: Improvemeilt Oil cross-validatioil. Journal of the American StatisticalAssociation, 78(382):316 331, Juile 1983.
6. 5. 5. Gokhale aild M. R. Lyu. Regressioil tree modeliilg for the predictioil of software quality. Il H. Pham, editor, Proceedings of the Third ISSAT International Conference on Reliability and Quality in Design, pages 31 36, Ailaheim, CA, Mar. 1997. Iilterilatioilal Society of Scieilce aild Applied Techilologies.
7. J. P. Hudepohl, S. J. Aud, T. M. Khoshgoftaar, E. B. Alleil, aild J. Mayraild. EMERALD: Software metrics aild models Oil the desktop. IEEE Software, 13(5:56 60, Sept. 1996.
8. J. P. Hudepohl, S. J. Aud, T. M. Khoshgoftaar, E. B. Alleil, aild J. Mayraild. Iiltegratiilg metrics aild mod els for software risk assessmeilt. Il Proceedings of the Seventh International Symposium on Software Relia bility Engineering, pages 93 98, White Plaiils, New York USA, Oct. 1996. IEEE Computer Society.
9. T. M. Khoshgoftaar aild E. B. Alleil. A practical classi ficatioil rule for software quality models. IEEE Trans actions on Reliability, 48, 1999. Forthcomiilg.
10. T. M. Khoshgoftaar, E. B. Alleil, K. S. Kalaichelvail, aild N. God. Early quality predictioil: A case study iil telecommurncatioils. IEEE Software, 13(1):65 71, Jail. 1996.
11. T. M. Khoshgoftaar, E. B. Alleil, A. Naik, W. D. Joiles, aild J. P. Hudepohl. Usiilg classificatioil trees for software quality models: Lessoils leariled. Il Proceedings of the Third IEEE International High-Assurance Systems Engineering Symposium, pages 82 89, Bethesda, Marylaild USA, Nov. 1998. IEEE Com puter Society.
12. T. M. Khoshgoftaar aild D. L. Lailrnilg. A ileural ilet work approach for early detectioil of program modules haviilg high risk iil the maiilteilailce phase. Journal of Systems and Software, 29(1):85 91, Apr. 1995.
13. B. A. Kitcheilham. A procedure for ailalyziilg uilbal ailced datasets. IEEE Transactions on Software Engi neering, 24(4):278 301, Apr. 1998.
14. J. Mayraild aild F. Coallier. System acquisitioil based Oil software product assessmeilt. Il Proceedings of the Eighteenth International Conference on Software Engineering, pages 210 219, Berliil, Mar. 1996. IEEE Computer Society.
15. A. Naik. Predictioil of software quality usiilg classifi catioil tree modeliilg. Master's thesis, Florida Atlailtic Urnversity, Boca Ratoil, FL USA, Dec. 1998. Advised by Taghi M. Khoshgoftaar.
16. P. Omail aild S. L. Pfleeger, editors. Applying Software Metrics. IEEE Computer Society Press, Los Alamitos, CA, 1997.
17. N. F. Schileidewiild. Software metrics validatioil: Space Shuttle flight software example. Annals of Soft ware Engineering, 1:287 309, 1995.
18. D. Steiilberg aild P. Colla. CART: A supplementary modules for SYSTAT. Salford Systems, Sail Diego, CA, 1995.