Facebook is quite clever about this. To verify your identity under some circumstances, Facebook shows you pictures of your friends and asks you to identify them. It is up to you to figure out the best way to authenticate your users.
Also, I don't recognize a lot of my friends because we all graduated high school together a quarter century ago and I haven't seen them since, unless we both attended the same reunion at some point.