You never know - they may have had multiple complaints

Normally it is polite for the party thrower to advise neighbours that they are having a party and if neighbours are so inclined they might like to come and have a drink too. The neighbours then say thanks but no thanks and how nice of you and polite of you for letting us know so that we can be prepared. At least that's what generally happens around these parts.