You must install the host on each computer you want to be able to access remotely.

The computer being accessed is sometimes called the host. Think of the host as the computer that is "welcoming you in" by allowing you to use it remotely. For example, to access your home computer from work, you must install the host software on your home computer. Your home computer is the host.