Expander graphs are regular, hence sparse, and have a lot of interesting properties and applications. Elementary Number Theory, Group Theory, and Ramanujan Graphs by Davidoff, Sarnak, and Valette is an excellent introduction. A Google search for expander graphs also turns up a lot of material.