In the original MDN model proposed by Bishop (1994), the parameters of the mixture model are separate functions of input, which is appropriate when the inputs and outputs directly relate to each other, but in the case of geolocation or lexical dialectology, the relationship between inputs and outputs is not so obvious.
it might be a difficult task for the model to learn all the parameters of each sample correctly.