Check out this article on Conceptual Distance in Social Network Analysis.

It presents an approach to Social Network Analysis, based on statistical analysis of conceptual distance between people. In particular, it introduces the concept of valued centrality and a generalisation of geodesic distance which is called link distance. 

http://www.cmu.edu/joss/content/articles/volume6/dekker/.