Are you in an apartment complex? I would tell the management office. People have no consideration for others when they live so close together! I hate that!
This is just the way to handle that kind of situation. I can't bear anyone inconveniencing others during the night when I should be sleeping! For that reason, I will have to contact the authorities about them without thinking a lot about what it entails.