It's not denoting a domain, as such, think of it more of an authentication point. So, yes, if you want to get to a machine then you need to use that machines name there.
You're definitely using a username and password that exists on that machine? In the format:
DANS-PC\Dan
MyPassword
EDITED: 22 Feb 2013 23:50 by HERMAND