paper in neuroprose
mclennan@cs.utk.edu
mclennan at cs.utk.edu
Wed Oct 14 15:05:39 EDT 1992
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The following technical report has been placed in the Neuroprose
archives at Ohio State (filename: maclennan.fieldcompbrain.ps.Z).
Ftp instructions follow the abstract. The uncompressed file is
large (1.36 MBytes).
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Field Computation in the Brain
Bruce MacLennan
Computer Science Department
University of Tennessee
Knoxville, TN 37996
maclennan at cs.utk.edu
Technical Report CS-92-174
ABSTRACT:
We begin with a brief consideration of the *topology of
knowledge*. It has traditionally been assumed that true
knowledge must be represented by discrete symbol structures, but
recent research in psychology, philosophy and computer science
has shown the fundamental importance of *subsymbolic* information
processing, in which knowledge is represented in terms of very
large numbers -- or even continua -- of *microfeatures*. We
believe that this sets the stage for a fundamentally new theory
of knowledge, and we sketch a theory of continuous information
representation and processing. Next we consider *field computa-
tion*, a kind of continuous information processing that
emphasizes spatially continuous *fields* of information. This is
a reasonable approximation for macroscopic areas of cortex and
provides a convenient mathematical framework for studying infor-
mation processing at this level. We apply it also to a linear-
systems model of dendritic information processing. We consider
examples from the visual cortex, including Gabor and wavelet
representations, and outline field-based theories of sensorimotor
intentions and of model-based deduction.
Presented at the 1st Appalachian Conference on Behavioral Neuro-
dynamics: Processing in Biological Neural Networks, in conjunc-
tion with the Inaugural Ceremonies for the Center for Brain
Research and Informational Sciences, Radford University, Radford
VA, September 17-20, 1992.
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FTP INSTRUCTIONS
Either use the Getps script, or do the following:
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 maclennan.fieldcompbrain.ps.Z
ftp> quit
unix> uncompress maclennan.fieldcompbrain.ps.Z
unix> lpr -s maclennan.fieldcompbrain.ps
(or however you print large postscript files)
If you need hardcopy, then send your request to:
library at cs.utk.edu
Bruce MacLennan
Department of Computer Science
107 Ayres Hall
The University of Tennessee
Knoxville, TN 37996-1301
(615)974-0994/5067
FAX: (615)974-4404
maclennan at cs.utk.edu
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