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Mining Email Social Networks in OSS Christian Bird, Prem Devanbu, Alex Gourley, and Michael Gertz Department of Computer Science Anand Swaminathan Graduate School of Management University of California, Davis
Motivation ,[object Object],[object Object],[object Object],[object Object]
Apache Communication and Development (since 1996) ,[object Object],[object Object]
It is widely believed that OSS communities form a hierarchy Can we use social network analysis to examine these OSS communities? Image from  Socialization in an Open Source Community , Nicolas Ducheneaut
Social Networks ,[object Object],Network of who dated who in high school.  Courtesy of Mark Newman
Related Work ,[object Object],[object Object],[object Object],[object Object],Python Alice Bob undirected link contribute contribute Bug Report Alice Bob undirected link resolve submit foo.c Alice Bob undirected link commit commit Mailing List Alice Bob directed link respond post
Issues with Mailing List Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object]
Email Aliases ,[object Object],[object Object],[object Object],[email_address] [email_address] [email_address] [email_address] [email_address]
Email Alias Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Email addresses contain a <name, address> tuple.  Often the name is empty.
Alias Results ,[object Object],[object Object],[object Object]
Creating the Email Social Network ,[object Object],[object Object],[object Object],[object Object]
Intro to Social Network Metrics ,[object Object],[object Object],[object Object],[object Object]
3 7 2 5 6 4 1 12 10 8 9 11 Example High Out-Degree High Betweenness High In-Degree
Betweenness more formally For a given vertex  i ,[object Object],[object Object],[object Object]
Everybody likes a pretty picture! This is the social network of some of the most active participants on the Apache developer mailing list.  Each link indicates at least 150 messages between participants. Ryan Bloom has high betweenness in this network.  Of the participants shown, he has the highest number of source file commits.
The distribution of in-degree and out-degree both exhibit a power-law character
Status of Developers vs. Non-Developers Largest difference is in betweenness 0.000367 0.00794 In-Degree 0.000451 0.00666 Out-degree 0.000140 0.0114 Betweenness Non-Developer Developer
Correlation between communication and development ,[object Object],[object Object],[object Object],1 0.917 0.955 0.327 0.757 0.553 Betweenness 1 0.971 0.263 0.679 0.474 In-degree 1 0.308 0.712 0.520 Out-degree 1 0.514 0.932 Doc Changes 1 0.789 Src Changes 1 Changes betweenness In-degree Out-degree Doc Changes Src Changes Changes  
Observations from the network ,[object Object],[object Object],[object Object],[object Object]
Topics of future research ,[object Object],[object Object],[object Object],[object Object],[object Object]
Average In-Degree Months Avg In-Degree

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MiningEmailSocialNetworks

  • 1. Mining Email Social Networks in OSS Christian Bird, Prem Devanbu, Alex Gourley, and Michael Gertz Department of Computer Science Anand Swaminathan Graduate School of Management University of California, Davis
  • 2.
  • 3.
  • 4. It is widely believed that OSS communities form a hierarchy Can we use social network analysis to examine these OSS communities? Image from Socialization in an Open Source Community , Nicolas Ducheneaut
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13. 3 7 2 5 6 4 1 12 10 8 9 11 Example High Out-Degree High Betweenness High In-Degree
  • 14.
  • 15. Everybody likes a pretty picture! This is the social network of some of the most active participants on the Apache developer mailing list. Each link indicates at least 150 messages between participants. Ryan Bloom has high betweenness in this network. Of the participants shown, he has the highest number of source file commits.
  • 16. The distribution of in-degree and out-degree both exhibit a power-law character
  • 17. Status of Developers vs. Non-Developers Largest difference is in betweenness 0.000367 0.00794 In-Degree 0.000451 0.00666 Out-degree 0.000140 0.0114 Betweenness Non-Developer Developer
  • 18.
  • 19.
  • 20.
  • 21. Average In-Degree Months Avg In-Degree

Editor's Notes

  1. Get names right Me – project – joint work with