**Venturini, T., Jacomy, M, De Carvalho Pereira, D. Visual Network Analysis (working paper)**

The visualization of networks has so far lacked of reflexivity and formalization. Though all network analysis packages propose rich libraries of visualization functions, most literature on networks analysis is still centered on mathematical metrics and does not detail how to read visualized network. We painfully lack the conceptual tools to think about the projection of graphs in the space. This paper means to contribute to such reflection and propose a tentative framework for the visual analysis of networks. To do so we will draw on the visual semiotics of Jacques Bertin (1967) and in particular on three of its variables: positions, size and hue. The papers is divided in three sections, each addressing one of the three variables. Each section will explain how to project one variable on networks and provide guidance on how to make sense of the resulting image.

PLEASE BE AWARE THAT THIS IS A WORKING (NON-FINALIZED) PAPER