Relay-Version: version B 2.10 5/3/83; site utzoo.UUCP Path: utzoo!mnetor!seismo!ut-sally!berleant From: berleant@ut-sally.UUCP (Dan Berleant) Newsgroups: comp.cog-eng Subject: Re: The symbol grounding problem Message-ID: <8310@ut-sally.UUCP> Date: Mon, 22-Jun-87 06:25:37 EDT Article-I.D.: ut-sally.8310 Posted: Mon Jun 22 06:25:37 1987 Date-Received: Tue, 23-Jun-87 03:53:57 EDT References: <764@mind.UUCP> <768@mind.UUCP> <770@mind.UUCP> <6174@diamond.BBN.COM> <1166@houdi.UUCP> <861@mind.UUCP> Reply-To: berleant@ut-sally.UUCP (Dan Berleant) Organization: U. Texas CS Dept., Austin, Texas Lines: 48 In article <861@mind.UUCP> harnad@mind.UUCP (Stevan Harnad) writes: >My own alternative has to do with the way symbolic models work (and >don't work). The hypothesis is that a hybrid symbolic/nonsymbolic >model along the lines sketched above will be needed in order to pass >the TTT. It will require a bottom-up, nonmodular grounding of its >symbolic representations in nonsymbolic representations: iconic >( = invertible with the sensory projection) and categorical ( = invertible >only with the invariant features of category members that are preserved >in the sensory projection and are sufficient to guide reliable >categorization). Are you saying that the categorical representations are to be nonsymbolic? The review of human concept representation I recently read (Smith and Medin, Categories and Concepts, 1981) came down so hard on the holistic theory of concept representation that I must admit I skipped the chapter. I remember some statement like 'this approach is easy to criticize' and skipped the rest. The alternative nonsymbolic approach would be the 'dimensional' one. It seems a strongish statement to say that this would be sufficient, to the exclusion of symbolic properties. For example, if one were to say that a property of the concept "human" is "breathes", insisting on a continuous dimension for this property might be iffy. But it might be correct. An iron lung would be lower on the scale than ordinary breathing. Rate and depth of respiration would be a factor -- a rate and depth typical of a mouse would count against identifying X as human. Visible heaving would be higher on the scale than a lack of firm observation. Any opinions out there?? However, the metric hypothesis -- that a concept is sufficiently characterized by a point in a multi-dimensional space -- seems wrong, as experiments have shown. I'm uncomfortable about another aspect of the quoted paragraph. To discuss "invariant features... sufficient to guide reliable categorization" sounds like the "classical" theory (as Smith & Medin call it) of concept representation: Concepts are represented as necessary and sufficient features (i.e., there are defining features, i.e. there is a boolean conjunction of predicates for a concept). This approach has serious problems, not the least of which is the inability of humans to describe these features for seemingly elementary concepts, like "chair", as Weinstein and others point out. I contend that a boolean function (including ORs as well as ANDs) could work, but that is not what was mentioned. An example might be helpful: A vehicle must have a steering wheel OR handlebars. But to remove the OR by saying, a vehicle must have a means of steering, is to rely on a feature which is symbolic, high level, functional, which I gather we are not allowing. Dan Berleant UUCP: {gatech,ucbvax,ihnp4,seismo...& etc.}!ut-sally!berleant ARPA: ai.berleant@r20.utexas.edro