numenta / nupic-legacy

Numenta Platform for Intelligent Computing is an implementation of Hierarchical Temporal Memory (HTM), a theory of intelligence based strictly on the neuroscience of the neocortex.
http://numenta.org/
GNU Affero General Public License v3.0
6.33k stars 1.56k forks source link

HTM attention module #2648

Open breznak opened 8 years ago

breznak commented 8 years ago

Interesting thought of HTM, where SP's active columns get boosted from anomalous input, therefore creating a "short-term attention memory"

@subutai @cogmission

cogmission commented 8 years ago

Doesn't boosting affect affinity for all previously seen patterns that are just beneath the connected threshold - globally without regard for; or biasing toward any particular pattern? Just wondering how the could act as an attention "focusing" mechanism?

breznak commented 8 years ago

Doesn't boosting affect affinity for all previously seen patterns that are just beneath the connected threshold - globally without regard for; or biasing toward any particular pattern? Just wondering how the could act as an attention "focusing" mechanism?

Yes, that is boosting as the mechanism, but I've meant to boost (like a word) the synaptic input (or maybe slightly increase sensitivity even globally) for situations when "something unexpected happens". That leads to auto focus on "wrong" details, or higher sensitivity in risky situations. (or at least I believe so)