Q: Home Sharing is not showing other libraries

I have deauthorized my other computer (the one I am transferring from) so that I can add my new computer into the Home Sharing 5 that is allowed.

When my other family members open their iTunes, their library picks up my library but mine doesn't pick up any libraries. 

What do I need to do so that I can access the other libraries?

Many thanks!!