One of the professors in my PhD programme made his name by showing that anything you can do with a self-organising map, you can do with a Gaussian process. The work essentially killed off self-organising maps as a field of study.

One time we had seminar where a guest speaker had used self-organising maps, and the professor literally fell off his chair.