One of the most annoying thing of Windows 8 on a PC is that shutting down your computer is a very long procedure.
However, there is a very quick way to do it.
ALT + F4
Press this keyboard short-cut when you are in the desktop mode and a dialog pops up.
There are other techniques to solve the problem but this is good enough for me and does not require any special configuration.
Hope this helps you.