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Prediction of fault count data using genetic programming

Afzal, Wasif (author)
Blekinge Institute of Technolog,IS (Embedded Systems)
Torkar, Richard (author)
Blekinge Institute of Technolog
Feldt, Robert (author)
Blekinge Institute of Technology
 (creator_code:org_t)
ISBN 9781424428236
Karachi, Pakistan : IEEE, 2008
2008
English.
In: IEEE INMIC 2008: 12th IEEE International Multitopic Conference - Conference Proceedings. - Karachi, Pakistan : IEEE. ; , s. 349-356
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • Software reliability growth modeling helps in deciding project release time and managing project resources. A large number of such models have been presented in the past. Due to the existence of many models, the models' inherent complexity, and their accompanying assumptions; the selection of suitable models becomes a challenging task. This paper presents empirical results of using genetic programming (GP) for modeling software reliability growth based on weekly fault count data of three different industrial projects. The goodness of fit (adaptability) and predictive accuracy of the evolved model is measured using five different measures in an attempt to present a fair evaluation. The results show that the GP evolved model has statistically significant goodness of fit and predictive accuracy.

Subject headings

NATURVETENSKAP  -- Data- och informationsvetenskap -- Programvaruteknik (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences -- Software Engineering (hsv//eng)

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Afzal, Wasif
Torkar, Richard
Feldt, Robert
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NATURAL SCIENCES
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Blekinge Institute of Technology
Mälardalen University

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