A growing chorus of researchers believe that when it comes to finding connections in big data, graph theory has its limits. A graph represents every relationship as a dyad, or pairwise interaction. However, many complex systems can't be represented by binary connections alone.
If a data set has a complex underlying structure, then modeling it as a graph may reveal only a limited projection of the whole story.
From Quanta Magazine
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