Restrict airplay to my devices on a shared WiFi

I have an ATV 2 connected to my home theatre and I use it mainly to stream the music in my iTunes library through airplay. I live in an apartment building with a shared WiFi (everybody in the building is on the same WiFi). Is there a way to avoid all my neighbors being able to see my ATV and thus being able to stream music to it through airplay?