  The SOM algorithm is very astonishing. On the one hand, it is very simple to
write down and to simulate, its practical properties are clear and easy to
observe. But, on the other hand, its theoretical properties still remain
without proof in the general case, despite the great efforts of several
authors. In this paper, we pass in review the last results and provide some
conjectures for the future work.
