Nothing statistical keeps you from doing this.
I do not see much value to the nonlinearity that a neural network will introduce. However, a neural network might do a good job atof capturing variable interactions, and those interactions could be key. My example here, for instance, gives an example where you need the interaction to distinguish between outcomes.