[comp.ai] symbol grounding and physical invertibility

harnad@mind.UUCP (Stevan Harnad) (06/05/87)

John Cugini <Cugini@icst-ecf.arpa> asks:

>	(1) I wonder why the grounding is to depend on invertibility rather than
>	causation and/or resemblance?
>
>	(2) Isn't it true that physically distinct
>	kinds of light (eg. #1 red-wavelength and green-wavelength vs.
>	#2 yellow-wavelength) can cause completely indistinguishable
>	sensations (ie subjective yellow)?  Is this not, then, a non-invertible,
>	but nonetheless grounded sensation?

(1) According to my view, invertibility (and perhaps inversion)
captures just the relevant features of causation and resemblance that
are needed to ground symbols. The relation is between the proximal
projection (of a distal object) onto the sensory surfaces -- let's
call it P -- and an invertible transformation of that projection [I(P)].
The latter is what I call the "iconic representation." Note that the
invertibility is with the sensory projection, *not* the distal object. I
don't believe in distal magic. My grounding scheme begins at the
sensory surfaces ("skin and in"). No "wider" metaphysical causality is
involved, just narrow, local causality.

Of course the story is more complicated, because iconic
representations are not sufficient to ground a symbol referring to
an object. They're not even enough to allow a device to reliably pick
out the object and give it the right name (i.e., to categorize or
identify it). "Categorical representations" are needed next, but these
are no longer invertible into the sensory projection. They are
feature-filters preserving only the (proximal) properties of the object's
sensory projection that reliably distinguish the object (let's say
it's an "X") from the other objects that it can be confused with
(i.e., relevant "non-X's" in the particular context of confusable
alternatives sampled to date). Then finally the labels ("X," "non-X")
can be used as the primitive symbols in a (now *grounded*) symbol
system, to be combined and otherwise syntactically manipulated into
meaningful composite symbol-strings (descriptions).

(2) Your question about indistinguishable but distinct colors mistakes my
grounding scheme for a "wide" metaphysical grounding scheme -- one
where the critical "causality" would be in the relation between distal
objects and our internal representations of them, whereas mine is a narrow,
skin-and-in grounding proposal. I have dubbed this view
"approximationism," and, without going into details (for which you may
want to consult the CP book or a reprint of the theoretical chapter),
the essence of the idea is that internal representations are
always approximate rather than "exact," in two important senses. The
iconic representation is approximate up to its grain of resolution
(the "jnd" or "just-noticeable-difference"): Think of it as a Principle
of the "Iconic Identity of Iconic Indiscernibles": What you can't tell
apart is the same to you.

The categorical representations are approximate in an even more important
sense: The only features the category filter picks out are the ones
that are needed in order to identify the confusable alternatives in
the context you have sampled to date. Hence an X is just what your
current, approximate, provisional context-dependent feature-filter picks
out reliably from among the X's and Non-X's you have encountered so far:
"The Categorical Identity of Unsorted or Unsortable Members" (i.e.,
X's are identically X's unless and until reliably identified or identifiable
otherwise).

Since this is not a "wide" grounding, there is nothing oracular or
omniscient or metaphysical about what the X is that this picks out.
There is no God's-eye view from which you can say what X's "really"
are. There's just the mundane historical fact -- available to an
outside observer, if there is one -- about what the actual distal objects
were whose proximal projections you were sampling. Those furnished your
context, and your fallible, context-dependent representations will
always be approximate relative to those objects.

In conclusion, the only differences in the object that are reflected
in the iconic and categorical representations are the ones present in
the proximal projection of the alternatives sampled to date
(and preserved by the category-feature filter). The representations
are approximate (i.e., indifferent) with respect to any further distal
differences. Symbolic discourse may serve to further tighten the
approximation, but even that cannot be "exact," if for no other
reason than that there's always a tomorrow, in which the
context may be widened and the current representation may have to be
revised. -- But that's another story, and no longer concerns the
grounding problem but what's called "inductive risk."
-- 

Stevan Harnad                                  (609) - 921 7771
{bellcore, psuvax1, seismo, rutgers, packard}  !princeton!mind!harnad
harnad%mind@princeton.csnet       harnad@mind.Princeton.EDU