How can I create a video clip from segments of an existing AVI file?

How can I create a video clip from segments of an existing AVI file?

I have a .avi file but I only want to play part of it (the first 20 seconds, and the segment between the 120th second and the 150th second). How can I generate a new file with just those parts of the original movie?