I agree with luckygirl . It seems your neighbours have handled it very well. No one minds an occasional party but if nothing has been said in the past then young ones would assume it's not a problem for anyone. Bringing it to their attention will hopefully result in them being more considerate and find somewhere else to party.
To think that London, or anywhere else for that matter, does not belong to any one demographic