Gambling can never be considered as a investment, because with investment you have assured pay back after certain time period but with gambling nothing is assured. So in my view gambling can be considered a earning source and not as a pure investment.
You can never be sure that you will get back what you have invested...
In this case, gambling is much more transparent. You instantly see if you won or lost.