No subject
Ron Sun
rsun at orion.ssdc.honeywell.com
Fri Apr 24 15:48:15 EDT 1992
TR availble:
A Connectionist Model for Commonsense Reasoning Incorporating Rules and Similarities
Ron Sun
Honeywell SSDC
3660 Technology Dr.
Minneapolis, MN 55413
rsun at orion.ssdc.honeywell.com
For the purpose of modeling commonsense reasoning, we investigate connectionist
models of rule-based reasoning, and show that while such models
can usually carry out reasoning in exactly the same way as symbolic systems,
they have more to offer in terms of commonsense reasoning. A connectionist architecture,
{\sc CONSYDERR}, is proposed for capturing certain commonsense reasoning competence,
which partially remedies the brittleness problem in traditional rule-based systems.
The architecture employs a two-level, dual representational scheme, which utilizes both
localist and distributed representations and explores the synergy resulting from the
interaction between the two. {\sc CONSYDERR} is therefore capable of accounting for many
difficult patterns in commonsense reasoning with this simple combination of the two levels.
This work also shows that connectionist models of reasoning are not just ``implementations"
of their symbolic counterparts, but better computational models of commonsense reasoning.
It is FTPable from archive.cis.ohio-state.edu
in: pub/neuroprose (Courtesy of Jordan Pollack)
No hardcopy available.
FTP procedure:
unix> ftp archive.cis.ohio-state.edu (or 128.146.8.52)
Name: anonymous
Password: neuron
ftp> cd pub/neuroprose
ftp> binary
ftp> get sun.ka.ps.Z
ftp> quit
unix> uncompress sun.ka.ps.Z
unix> lpr sun.ka.ps (or however you print postscript)
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