Why topological maps are useful for learning in an autonomous agent

We discuss the usefulness of topology presentation in an online learning neural control system. We discuss biological and information processing arguments. Then, we propose an experiment performed on a mobile robot that shows that with a probabilistic topological map (PTM) much less information needs to be learned than using a Winner Take All.