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●  Absent ties lack substantial significance and so pass no
                         meaningful information. Examples are "nodding" relationships
                         between people living on the same street, or the "tie", for

                         example, to a frequent vendor one would buy from.
                         Furthermore, the fact that two people may know each other by
                         name does not necessarily qualify the existence of a weak tie. If

                         their interaction is negligible the tie may be absent.


                      ●  Structural holes in the network: (Burt, 1992). The idea of
                         structural holes talks to the informational advantage enjoyed by
                         a person that bridges two or more tight social groupings each

                         characterized by strong ties many of which are informationally
                         redundant. The bridge person can act as a gatekeeper or broker
                         and chose to transfer valuable information between groups or

                         not; or combine the information for their own purposes (e.g.,
                         entrepreneurial action).


                      ●  Scale-free Networks: The size distribution of nodes in a
                         network structure always tends to a power law. A Pareto

                         distribution (the 80/20 rule) and Zipf’s Rank-Size Law of city
                         size are examples of the power law with a few number of nodes
                         (in the network case) possessing the bulk of all links. This

                         distribution is called scale-free because it exists regardless of the
                         number of nodes in a network. The power law distribution lies at
                         the heart of the Google search engine with the importance of a

                         node being measured by the number of links it possesses.


                      ●  Small-World Phenomenon: Originated by 1998, Duncan J.
                         Watts and Steven Strogatz of Cornell University. This
                         idea showed that, by adding a few random links to a network, the

                         longest direct path between any two nodes can be dropped from
                         very long to very short. The research was originally inspired by
                         Watts' efforts to understand the synchronization of cricket
                         chirps, which show a high degree of coordination over long



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