I bought the first two books in Peter V. Brett's Demon Cycle simply because Patrick Rothfuss was quoted on the back of one saying Brett was his favorite new author.

Cover art and titles are important, to a ridiculous degree, and sometimes it's even the company that published it that gets me, but if an author I love gives it praise I will pick that book up.