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Modeling the growth of complex software function dependency networks
Authors:James Ma  Daniel Zeng  Huimin Zhao
Affiliation:(1) Department of Management Information Systems, The University of Arizona, McClelland Hall 430K, Tucson, AZ 85721, USA;(2) School of Business, Menlo College, Atherton, CA, USA;(3) The Key Lab of Complex Systems and Intelligence Science, Institute of Automation, Chinese Academy of Sciences, Beijing, China;(4) Sheldon B. Lubar School of Business, University of Wisconsin-Milwaukee, Milwaukee, WI, USA;
Abstract:Software engineering efforts can potentially benefit much from a good understanding of the structures of existing software systems and the processes governing their development. Towards that end, we study software systems by means of the complex network analysis framework. We model a software package as a network, with nodes representing the functions in the package and edges representing the dependencies among the functions. Our empirical analysis of five widely-adopted open-source software packages reveals a set of interesting features of such networks, which cannot be adequately reproduced by existing complex network models. We then set out to develop a new network growth model, explicitly imitating generally-advocated software development principals, such as divide-and-conquer, modularization, high intra-module cohesion, and low inter-module coupling. Results of our analytical derivations and numeric studies show that our model can more closely reproduce the particular features exhibited by real-world software packages, thus hopefully better explaining the phenomena of concern.
Keywords:
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