Is it possible to identify a person by looking into Bitcoin transaction history?
I mean tracking IP address is even possible by analyzing Bitcoin transaction history?
Yes, its possible that it is not easy as it sounds, you need ip logs, but can do acquire them? So it's next to impossible unless you work on some government agencies or perhaps on CipherTrace.
So the quick answer is no, you can't identify them by just looking at the bitcoin transaction history.