Learning Robot Control Using a Hierarchical SOM-Based Encoding.

Hierarchical representations and modeling of sensorimotor observations is a fundamental approach for the development of scalable robot control strategies. Previously, we introduced the novel hierarchical self-organizing map-based encoding algorithm (HSOME) that is based on a computational model of infant cognition. Each layer is a temporally augmented self-organizing map and every node updates a d...