You can install Shoutcast Server on your web server. The formula they suggest you use to determine the bandwidth needed is:

Bitrate x (# of users) x 1.1 (should that then be divided by 8 for bytes?)

So if you want to stream at 128kbps and you had 2 concurrent listeners, you'd need roughly 35KB/s upstream.