I recently joined the Sourcecon gang for a Hangout talking about Fake LinkedIn profiles and these new LinkedIn farms of fake profiles.
The link to the Hangout with video is here.
But for your viewing pleasure, here's a short version of how to determine if a profile is fake.
When I get LinkedIn invites, I like to make sure they're real people. Here's a quick way to solve that problem.