tech report available
Ajay.Jain@ANJ.BOLTZ.CS.CMU.EDU
Ajay.Jain at ANJ.BOLTZ.CS.CMU.EDU
Mon Dec 18 14:17:38 EST 1989
A CONNECTIONIST ARCHITECTURE FOR SEQUENTIAL SYMBOLIC DOMAINS
Ajay N. Jain
School of Computer Science
Carnegie Mellon University
Pittsburgh, PA 15213-3890
Technical Report CMU-CS-89-187
December, 1989
Abstract:
This report describes a connectionist architecture specifically
intended for use in sequential domains requiring symbol manipulation.
The architecture is based on a network formalism which differs from
other connectionist networks developed for use in temporal/sequential
domains. Units in this formalism are updated synchronously and retain
partial activation between updates. They produce two output values:
the standard sigmoidal function of the activity and its velocity.
Activation flowing along connections can be gated by units.
Well-behaved symbol buffers which learn complex assignment behavior
can be constructed using gates. Full recurrence is supported. The
network architecture, its underlying formalism, and its performance on
an incremental parsing task requiring non-trivial dynamic behavior are
presented.
This report discusses a connectionist parser built for a smaller task
than was discussed at NIPS.
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