Depends on the occasion.
If I'm not activly doing anything else, I'll go full screen plus closing everything including explorer.exe, and lastly set resolution to the same as the desktop for faster alt+tabbing incase I need to click a link or pop open some other program for something.
Otherwise I play in windowed.