Towards logistic regression models for predicting fault-prone code across software projects

2009 3rd International Symposium on Empirical Software Engineering and Measurement, ESEM 2009

Volumn , Issue , 2009, Pages 460-463

  Cruz, Ana Erika Camargo ^a   Ochimizu, Koichiro ^a  

^a JAPAN ADVANCED INSTITUTE OF SCIENCE AND TECHNOLOGY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

COMPLEXITY MEASURES; COMPLEXITY METRICS; DATA EXPLORATION; FAULT-PRONE; LOG TRANSFORMATION; LOGISTIC REGRESSION MODELS; OBJECT-ORIENTED CLASS; PREDICTION MODEL; SOFTWARE PROJECT;

COMPUTER SOFTWARE; MATHEMATICAL MODELS; REGRESSION ANALYSIS;

OBJECT ORIENTED PROGRAMMING;

EID: 72449151217     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ESEM.2009.5316002     Document Type: Conference Paper

References (13)

1. A. Afifi, V. Clark, and S. May. Computer-Aided Multivariate Analysis. Chapman & Hall/CRC, USA, 2004.
2. V. R. Basili, L. C. Briand, and W. L. Melo. A validation of object-oriented design metrics as quality indicators. IEEE Trans. Softw. Eng., 22(10):751-761, 1996.
3. V. Bewick, L. Cheek, and J. Ball. Statistics review 14: Logistic regression. Critical Care, 9(1), 2005.
4. L. C. Briand, J. Wüst, J. W. Daly, and D. V. Porter. Exploring the relationship between design measures and software quality in object-oriented systems. J. Syst. Softw., 51(3):245-273, 2000.
5. S. R. Chidamber, D. P. Darcy, and C. F. Kemerer. Managerial use of metrics for object-oriented software: An exploratory analysis. IEEE Trans. Softw. Eng., 24(8):629-639, 1998.
6. G. Fernández. Data mining using SAS applications. CRC Press, Inc., Boca Raton, FL, USA, 2002.
7. D. C. Hoaglin, F. Mosteller, and J. W. Tukey. Understanad-ing Robust and Exploratory Data Analysis. John Wiley & Sons, Inc., USA, 2000.
8. S. H. Kan. Metrics and Models in Software Quality Engineering. Addison-Wesley Longman Publishing Co., Inc., Boston, MA, USA, 2002.
9. E.-E. Khaled. Object-oriented metrics: A review of theory and practice. Advances in software engineering, pages 23-50, 2002.
10. F. Mosteller and J. W. Tukey. Data Analysis and Regression. Addison-Wesley Publishing Company, USA, 1977.
11. H. M. Olague, S. Gholston, and S. Quattlebaum. Empirical validation of three software metrics suites to predict fault-proneness of object-oriented classes developed using highly iterative or agile software development processes. IEEE Trans. Softw. Eng., 33(6):402-419, 2007. Senior Member-Letha H. Etzkorn.
12. L. Rosenberg. Applying and interpreting object oriented metrics. In Software Assurance Technology Conference.
13. S. Sharma. Applied Multivariate Techniques. Addison-Wiley & Sons, Inc., USA, 1996.