The document discusses special types of graph structures including complete graphs, cycles, wheels, and bipartite graphs. It provides examples of how to determine if a graph is bipartite by checking if all its cycles are of even length. The document also mentions subgraphs and spanning subgraphs, defining a subgraph as one whose edges are a subset of the original graph and a spanning subgraph as one that contains all the original vertices.