This paper from Microsoft Research explains how they use Freebase data and user click logs to create personalized recommendations for related entities like the ones you see in Google's Knowledge Graph.

Paper: http://www.cs.uiuc.edu/~hanj/pdf/wsdm14_xyu2.pdf
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