Using hybrid networks for the analysis of online software development communities

Social network-based systems usually suffer from two major limitations: they tend to rely on a single data source (e.g. email traffic), and the form of network patterns is often privileged over their content. To go beyond these limitations we describe a system we developed to visualize and navigate hybrid networks constructed from multiple data sources - with a direct link between formal representations and the raw content. We illustrate the benefits of our approach by analyzing patterns of collaboration in a large Open Source project, using hybrid networks to uncover important roles that would otherwise have been missed.

[1]  Jeffrey Heer,et al.  prefuse: a toolkit for interactive information visualization , 2005, CHI.

[2]  Danah Boyd,et al.  Digital artifacts for remembering and storytelling: posthistory and social network fragments , 2004, 37th Annual Hawaii International Conference on System Sciences, 2004. Proceedings of the.

[3]  Bart Selman,et al.  Referral Web: combining social networks and collaborative filtering , 1997, CACM.

[4]  Marc A. Smith,et al.  Visualization components for persistent conversations , 2001, CHI.

[5]  Daniel B. Horn,et al.  Six degrees of jonathan grudin: a social network analysis of the evolution and impact of CSCW research , 2004, CSCW.

[6]  Paul Dourish,et al.  Seeking the source: software source code as a social and technical artifact , 2005, GROUP.

[7]  Michael B. Usher,et al.  Science in action , 1993, Nature.

[8]  David W. McDonald,et al.  Recommending collaboration with social networks: a comparative evaluation , 2003, CHI '03.

[9]  Nicolas Ducheneaut,et al.  Socialization in an Open Source Software Community: A Socio-Technical Analysis , 2005, Computer Supported Cooperative Work (CSCW).

[10]  Warren Sack,et al.  Discourse diagrams: interface design for very large-scale conversations , 2000, Proceedings of the 33rd Annual Hawaii International Conference on System Sciences.

[11]  Paul Dourish,et al.  Social and temporal structures in everyday collaboration , 2004, CHI.

[12]  David R. Gibson Taking Turns and Talking Ties: Networks and Conversational Interaction1 , 2005, American Journal of Sociology.

[13]  Elizabeth D. Mynatt,et al.  Leveraging social networks for information sharing , 2004, CSCW.

[14]  M. V. Velzen,et al.  Self-organizing maps , 2007 .

[15]  Hiroaki Ogata,et al.  Computer Supported Social Networking For Augmenting Cooperation , 2001, Computer Supported Cooperative Work (CSCW).