You can make your Collection private by making your community profile private.
If you want to make your community profile private, go to [
Edit Community Profile] and turn on "Private profile".

* How to Make Your Community Profile Private
1. Visit your community
2. Tap on the icon in 
the bottom right corner
3. Tap [
Edit Community Profile] button on your profile
4. Turn on "Private profile"