I read Pfitzinger & Douglas as a first-timer and I'm glad I did. OK, I didn't follow the 70+ miles/wk schedule (!) but I think even for a first timer, the detailed low-down on the different types of marathon training and physiological explanations for what's going on are invaluable.
Would also recommend Bob Glover's Competitive Runner's Handbook.