Technical Report Available
Melanie Mitchell
mm at cogsci.indiana.edu
Fri Apr 6 17:26:02 EDT 1990
The following technical report is available from the Center for Research on
Concepts and Cognition at Indiana University:
The Right Concept at the Right Time: How Concepts Emerge as Relevant
in Response to Context-Dependent Pressures
(CRCC Report 42)
Melanie Mitchell and Douglas R. Hofstadter
Center for Research on Concepts and Cognition
Indiana University
Abstract
A central question about cognition is how, when faced with a situation,
one explores possible ways of understanding and responding to it. In
particular, how do concepts initially considered to be irrelevant, or
not even considered at all, become relevant in response to pressures
evoked by the understanding process itself? We describe a model of
concepts and high-level perception in which concepts consist of a central
region surrounded by a dynamic nondeterministic "halo" of potential
associations, in which relevance and degree of association change as
processing proceeds. As the representation of a situation is
constructed, associations arise and are considered in a probabilistic
fashion according to a "parallel terraced scan", in which many routes
toward understanding the situation are tested in parallel, each at a rate
and to a depth reflecting ongoing evaluations of its promise. We
describe Copycat, a computer program that implements this model in the
context of analogy-making, and illustrate how the program's ability to
flexibly bring in appropriate concepts for a given situation emerges from
the mechanisms that we are proposing.
(This paper has been submitted to the 1990 Cognitive Science Society
conference.)
To request copies of this report, send mail to
mm at cogsci.indiana.edu or mm at iuvax.cs.indiana.edu
or
Melanie Mitchell
Center For Research on Concepts and Cognition
Indiana University
510 N. Fess Street
Bloomington, Indiana 47408
More information about the Connectionists
mailing list