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Network structure and 
data sources 
Dragan Gašević 
@dgasevic
Network elements 
• Actors – nodes or vertex
Network elements 
• Relations – ties, edges, arcs, links 
Undirected
Network elements 
• Relations – ties, edges, arcs, links 
Undirected, 
weighted
Network elements 
• Relations – ties, edges, arcs, links
Relations can represent… 
friendship, advice, hindrance, 
communication, …
Network representation 
A 
B 
C 
D
Network representation 
A 
B 
C 
D
Data sources 
Self-reports
Data sources 
Email 
https://www.youtube.com/watch?v=ryP83jM-Du8
Data sources 
Followers/following 
Retweets, favorites, and replies 
Even references to hashtags
Data sources 
http://www.snappvis.org/ 
Dawson, S., Bakharia, A., & Heathcote, E. (2010). SNAPP: Realising the affordances of real-time SNA within networked 
learning environments. In Proceedings of the 7th International Conference on Networked Learning (pp. 125-133).
Data sources 
Class enrollments 
-cross-class networks- 
Gašević, D., Zouaq, A., Jenzen, R. (2013). Choose your Classmates, your GPA is at Stake!' The Association of Cross- 
Class Social Ties and Academic Performance. American Behavioral Scientist, 57(10), 1459-1478. doi: 
10.1177/0002764213479362

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Network structure and data sources