Yes.
You can't get their personal name though.
Go to the Advanced Search button on the upper right of this page.
Search by the eBay ID.
You can then go to the member's feedback page and use the Contact Member button.
You can only learn the unmasked identity of a fellow member if you are in a transaction with them.