The ghost flight already loses money. It exists to enable the flight to Melbourne to exist - it is essentially an additional cost to run that flight.

The increased cost would be passed on to the ticket prices of the Melbourne flight. The ghost flight would only be eliminated if the increased prices lower demand enough that the Melbourne flight (including the cost of running the ghost flight after it) becomes unprofitable.