Another approach is to press Winkey + 2 .
Winkey + a number, opens the pinned items on your taskbar , numbered from left to right.
So if you have IE8 icon pinned first, Winkey + 1 opens IE8.
If you have Libraries second, Winkey + 2 opens Libraries etc.
This approach opens Libraries, not My Computer.
Hope it helps.