Very nice, concise description of the Spatial Pooler. Thanks Fergal.

On Wed, Aug 7, 2013 at 8:32 AM, Fergal Byrne <[email protected]>wrote:

>
> Hi Francisco,
>
>  The Spatial Pooler is an artefact of NuPIC; it simulates the way a layer
> of columns becomes activated by feedforward inputs. In essence, the
> algorithm is:
>
>  Get all columns to check their feedforward dendrite and generate an
> activation score.
> Pick the top 2% of columns based on activation score and activate them.
> Update the permanences on the feedforward dendrites.
>
>  In the neocortex, the columns do this themselves, and they pick the top
> 2% (may vary) by higher-score columns inhibiting nearby lower-score
> columns. They also update their own synapses themselves.
>
>  So the SP is simulating the inter-region communication as well as the
> single-region sensory communication.
>
>  Regards,
>
>  Fergal Byrne
>
>
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