Why can't neural networks be applied to preference learning problems?

Question

In section 6.1 of the paper Neural Networks in Economics, the authors say

this leads to the problem, that no risk can be formulated which shall be minimized by a Neural Network learning algorithm.

So, why can't neural networks be applied to preference learning problems?

See sections 6.0 of the same paper for a definition of preference learning.