I'm so guilty of this.
My Bloody Valentine are a prime example. I listened to 'Only Shallow' (their best song) and immediately bought both of their albums. I think I've listened to them all the way through once each.
More specifically I kid myself I like "Takk" by Sigur Ros - I love all their previous albums.
How 'bout you?