No subject
Tom Shultz
shultz at hebb.psych.mcgill.ca
Fri Aug 5 14:19:36 EDT 1994
Subject: Paper available: Modeling cognitive development on balance
scale phenomena
Date: 5 Aug. '94
FTP-host: archive.cis.ohio-state.edu
FTP-file: pub/neuroprose/shultz.balance-ml.ps.Z
-------------------------------------------------------------
The following paper has been placed in the Neuroprose archive at
Ohio State University:
Modeling cognitive development on balance scale phenomena (33
pages)
Thomas R. Shultz, Denis Mareschal, & William C. Schmidt
Department of Psychology & McGill Cognitive Science Centre
McGill University
Montreal, Quebec, Canada H3A 1B1
shultz at psych.mcgill.ca
Abstract
We used cascade-correlation to model human cognitive development
on a well studied psychological task, the balance scale. In balance
scale experiments, the child is asked to predict the outcome of
placing certain numbers of equal weights at various distances to the
left or right of a fulcrum. Both stage progressions and information
salience effects have been found with children on this task.
Cascade-correlation is a generative connectionist algorithm that
constructs its own network topology as it learns. Cascade-
correlation networks provided better fits to these human data than
did previous models, whether rule-based or connectionist. The
network model was used to generate a variety of novel predictions
for psychological research.
Keywords: cognitive development, balance scale, connectionist
learning, cascade-correlation
The paper is published in Machine Learning, 1994, 16, 59-88.
Instructions for ftp retrieval of this paper are given below. If you
are unable to retrieve and print it and therefore wish to receive a
hardcopy, please send e-mail to shultz at psych.mcgill.ca
Please do not reply directly to this message.
FTP INSTRUCTIONS:
unix> ftp archive.cis.ohio-state.edu (or 128.146.8.52)
Name: anonymous
Password: <your e-mail address>
ftp> cd pub/neuroprose
ftp> binary
ftp> get shultz.balance-ml.ps.Z
ftp> quit
unix> uncompress shultz.balance-ml.ps.Z
Thanks to Jordan Pollack for maintaining this archive.
Tom Shultz
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