Network visualizations become common in science in practice. But as networks are increasing in size, common visualizations become less useful. There are simply too many node
Yet another interesting package is networkD3. There are a myriad of means of representing graphs within this library. In particular, I find the forceNetwork
an interesting option. It is interactive and therefore allows you to really explore your network. It is great for EDA, but it maybe too "wiggly" for final work.