If economical invariance was feasible we would all be doing it.  It just
doesn't make sense as a fundamental method of intelligence.  Most people do
very poorly with visual transformation parts of IQ tests.  I used to be
able to do OK on them because I used to have a child-like fascination with
visual rotation and I was able to carefully imagine the rotation of
a number of rectangular blocks by imagining the rotations one at a time. In
other words, I was able to improve my score by treating the problem as a
combination of a visual 'computational' problems (by parts) and as a
matching correspondence for the rotation of the individual parts. Part of
it was learned from working with examples and part of it was visual
projection.

Economical methods of Universal Intelligence are also infeasible.  It would
be nice if there was a way to consider all the associations of all possible
'interpretations' of context sensitive sub-strings given a string (or a
compilation of recognizable data from a 'scene') but there just isn't one.

Without some key methods which would make ideas like this feasible the
belief that you will solve the outstanding AGI problems by relying
on methods like this is unrealistic.
Jim Bromer



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AGI
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