Thanks Llewellyn, your answer is enough :-)
I had just read this article on matrix and graph https://towardsdatascience.com/matrices-are-graphs-c9034f79cfd8.
On the dimensionality of the graphs I developed a small project that you can see here: From Neo4j graph to Virtual Reality concept map.