as far as i can understand it (and i'm no expert)....
graphic novels are more expensively produced longer stories aimed more at an adult crowd. usually higher quality (production and/or storywise)
comic books are more cheaply produced shorter stories aimed more at children.
i've only ever had a handful of each, but i think that is the main difference?