Are there any relation between the adjacency matrix and the $(0-1)$ incidence matrix of a simple undirected graph?
They characterize uniquely the graph, so my intuition says there must be some relation between them. Which could be these relation? It is only expressed by a formula or it hides something deeper?
If $N$ is the incidence matrix of a simple undirected graph, $A$ the adjacency matrix, and $D$ is the diagonal matrix whose $(i,i)$ entry is the degree of vertex $i$, then one has $$D-A=N^TN.$$ This matrix is known as the Laplacian of the graph.