One of the reason why I loved Launchy so much. That little program drastically reduced the need to use the mouse and launch/find any application with just a few keystrokes.
Even, Ubuntu 11 has similar functionality with Unity. But,it's searching capability is little disappointing, though.
 - http://www.launchy.net/