How efficient is coarse coding?
The efficiency depends on the dimensionality
In one dimension coarse coding does not help
In 2-D the saving in neurons is proportional to
the ratio of the fine radius to the coarse
radius.
In k dimensions , by increasing the radius by
a factor of r we can keep the same accuracy
as with fine fields and get a saving of: