I don't see much point providing anything but the first.
<link rel="icon" href="/favicon.ico" />
I'd remove that slash too. HTML isn't XML. If there are any user agents that don't support this, I'd consider that their problem.
Unless branding is like super important, I pretty much refuse to go any farther than this. I see no reason why it can't just be this simple.