No method can solve the problem you've given without additional information.

What do you call "solving the problem"?

Any method will output some estimates. Some methods will output better estimates, some worse. As people have pointed out, this was an example of a real problem and yes, real-life data is usually pretty messy. We need methods which can handle messy data and not work just on spherical cows in vacuum.