DocumentCode :
555386
Title :
Multifractal aspects of software development: NIER track
Author :
Hindle, Abram ; Godfrey, Michael W. ; Holt, Richard C.
Author_Institution :
Dept. of Comput. Sci., Univ. of California, Davis, Davis, CA, USA
fYear :
2011
fDate :
21-28 May 2011
Firstpage :
968
Lastpage :
971
Abstract :
Software development is difficult to model, particularly the noisy, non-stationary signals of changes per time unit, extracted from version control systems (VCSs). Currently researchers are utilizing timeseries analysis tools such as ARIMA to model these signals extracted from a project´s VCS. Unfortunately current approaches are not very amenable to the underlying power-law distributions of this kind of signal. We propose modeling changes per time unit using multifractal analysis. This analysis can be used when a signal exhibits multi-scale self-similarity, as in the case of complex data drawn from power-law distributions. Specifically we utilize multifractal analysis to demonstrate that software development is multifractal, that is the signal is a fractal composed of multiple fractal dimensions along a range of Hurst exponents. Thus we show that software development has multi-scale self-similarity, that software development is multifractal. We also pose questions that we hope multifractal analysis can answer.
Keywords :
fractals; software engineering; time series; ARIMA; Hurst exponents; NIER track; VCS; multifractal analysis; multifractal aspects; multiple fractal dimensions; multiscale self-similarity; nonstationary signals; software development; timeseries analysis tools; underlying power-law distributions; version control systems; Fractals; Heart; Programming; Software; Software engineering; Wavelet analysis; Wavelet transforms; fractal; multifractal; power-law; version control; wavelets;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Software Engineering (ICSE), 2011 33rd International Conference on
Conference_Location :
Honolulu, HI
ISSN :
0270-5257
Print_ISBN :
978-1-4503-0445-0
Electronic_ISBN :
0270-5257
Type :
conf
DOI :
10.1145/1985793.1985962
Filename :
6032564
Link To Document :
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