I can understand infants getting upset and being noisy during flight - ears popping, etc. and they don't know how to express themselves.
But 3-4 year old kids is a different story. By that age, the parent should have much better control over them.
We had a 3-ish year old girl 2 seats behind us a couple weeks ago that screamed nearly the whole way from Hawaii to ORD.