How do neurons operate on sparse distributed representations? A mathematical theory of sparsity, neurons and active dendrites

Subutai Ahmad, Jeff Hawkins

We propose a formal mathematical model for sparse representations and active dendrites in neocortex. Our model is inspired by recent experimental findings on active dendritic proce…