You can set your albums to public or private, just like individual videos.
STEP 1 Go to "Dashboard" > "Album" and click the settings button at the bottom right of the thumbnail of the video you want to set.
STEP 2 In "Dashboard" > "Album", toggle the "Public" settings button.
On = Publish
Off = Private