How to setup remote desktop in Ubuntu or any other Linux distribution

How to setup remote desktop in Ubuntu or any other Linux distribution: "Ubuntu Manual: 'A well known concept in the web scenario. Infact most of the tech world depends on this. Remote Desktop simply means that you can control the other fellows system from your desktop (with his permission!).'"