TR: 'Connectionism and the study of change'
Jeff Elman
elman at crl.ucsd.edu
Tue Mar 3 13:14:43 EST 1992
The following technical report is available via anonymous ftp
or surface mail. Instructions on how to obtain it follow.
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Connectionism and the Study of Change
Elizabeth A. Bates
Jeffrey L. Elman
Center for Research in Language
University of California, San Diego
CRL Technical Report 9202
Developmental psychology is not just about the study of children;
it is also about the study of change. In this paper, we start with a
brief historical review showing how the study of change has been aban-
doned within developmental psychology, in favor of strong "preforma-
tionist" views, of both the nativist variety (i.e. mental structures
are present at birth, or they mature along a predetermined schedule)
and the empiricist variety (i.e. mental structures are the "internali-
zation" of social interactions with a competent adult). From either
point of view, nothing really new can emerge across the course of
development. These perspectives contrast with the truly interaction-
ist view espoused by Jean Piaget, who argued for an emergence of new
mental structures at the interface between organism and environment.
We argue that these historical trends (including a widespread
repudiation of Piaget) are rooted in the First Computer Metaphor, i.e.
use of the serial digital computer as a metaphor for mind. Aspects of
the First Computer Metaphor that have led to this kind of preforma-
tionism include (1) discrete representations, (2) absolute rules, (3)
learning as programming and/or selection from an array of pre-
established hypotheses, and (4) the hardware/software distinction. We
go on to argue that connectionism (i.e. the Second Computer Metaphor)
offers a way out of the Nature-Nurture impasse in developmental
psychology, providing useful formalizations that capture the elusive
notion of emergent form. In fact, connectionist models can be used to
salvage certain forms of developmental nativism, offering concrete
insights into what an innate idea might really look like (or better
yet, 50% of an innate idea, awaiting completion through learning).
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If you have access to the internet, you may obtain a copy of
this report by doing the following:
unix% ftp crl.ucsd.edu /* or: ftp 128.54.16.43 */
Connected to crl.ucsd.edu.
220 crl FTP server (SunOS 4.1) ready.
Name (crl.ucsd.edu:elman): anonymous
331 Guest login ok, send ident as password.
Password:
230 Guest login ok, access restrictions apply.
ftp> binary
200 Type set to I.
ftp> cd pub/neuralnets
250 CWD command successful.
ftp> get tr9202.ps.Z
200 PORT command successful.
150 Binary data connection for tr9202.ps.Z (128.54.16.43,1507) (98903 bytes).
226 Binary Transfer complete.
local: tr9202.ps.Z remote: tr9202.ps.Z
98903 bytes received in 0.57 seconds (1.7e+02 Kbytes/s)
ftp> quit
221 Goodbye.
unix% zcat tr9202.ps.Z | lpr
If you are unable to obtain the TR in this manner, you may request
a hardcopy by sending email to staight at crl.ucsd.edu (include your
postal address).
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