According to MathWorld >> GraphJoin, Mathematica could compute the join of two graphs with the GraphJoin command, part of Combinatorica. This command no longer works as of v10, and I cannot find a replacement. I want something like:

GraphJoin[PathGraph[{a, b}], PathGraph[{c, d, e}]]

To produce $G_1+G_2$ below.