Since the blockchain doesn't store user's IPs or any useful person tracking information, it's hard to track down the recipient of a transaction.

But I read on few forums how Bitcoinstore owner tracked down a scammer to get the fraudulent refunded bitcoins back. You may come across a solution by studying this type of stories.

The details of the track down can be found Here