Topic:
areas/neural/
Summary:
Neural Networks, Connectionist Systems, and Neural Systems
Description:
This directory contains neural networks, connectionist systems, and
neural systems software and related materials.
CD-ROM:
Prime Time Freeware for AI, Issue 1-1
Keywords:
AI Software Packages, Connectionist Systems, Neural Networks,
Neural Systems, Software Packages
Contains:
bench/
cns/
Systems
doc/
edu/
faq/
for
mail/
neural/
systems/
util/
Neural Networks Benchmarks
CNS: Neural Networks Materials from the Central Neural
BBS
Neural Networks Documentation
Educational Materials for Teaching/Learning Neural Networks
Neural Nets FAQ: Frequently Asked Questions (FAQ) postings
comp.ai.neural-nets newsgroup
Mail archives for Neural Networks mailing lists.
Archives for the comp.ai.neural-nets newsgroup
Neural Networks, Connectionist Systems, and Neural Systems
Neural Networks Utilities
See Also:
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References:
Geoffrey E. Hinton, "Connectionist Learning Procedures",
Artificial Intelligence 40(1-3):185-234, 1989. Reprinted in
J. Carbonell, editor, "Machine Learning: Paradigms and Methods",
MIT Press, 1990. Also appears as Technical Report CMU-CS-87-115
(version 2), Carnegie Mellon University, Pittsburgh, PA, December
1987.
Kevin Knight, "A gentle introduction to subsymbolic
computation: Connectionism for the AI researcher". Technical Report
CMU-CS-89-150, Carnegie Mellon University, School of Computer Science,
Pittsburgh, PA, May 30, 1989.
Scott Fahlman and Geoffrey Hinton, "Connectionist Architectures for
Artificial Intelligence", IEEE Computer 20(1):100-109, January 1987.
Hertz, J., Krogh, A., and Palmer, R.G., "Introduction to the Theory of
Neural Computation", Addison-Wesley, 1991. 327 pages. ISBN 0-20151560-1.
Hecht-Nielsen, Robert, "Neurocomputing", Addison-Wesley, 1990, 433
pages.
ISBN 0-201-09355-3.
Wasserman, Phillip D., "Neural Computing: Theory and Practice",
Van Nostrand Reinhold, New York, 1989.
Freeman, James A., and Skapura, David M., "Neural Networks:
Algorithms, Applications and Programming Techniques", Addison Wesley,
Reading, MA, 1991. 401 pages, ISBN 0-201-51376-5.
Judith Dayhoff, "Neural Network Architectures: An Introduction", Van
Nostrand Reinhold, New York, 1990, 259 pages, ISBN 0-442-20744-1.
Geoffrey E. Hinton, "How neural networks learn from experience",
Scientific American 267(3):144-151, 1992.
Kevin Knight, "Connectionist ideas and algorithms", CACM 33:59-74,
1990.
Ottmar Lutzy and Andreas Dengel <dengel@dfki.uni-kl.de>, "A Comparison
of Neural Net Simulators" IEEE Expert 8(4), August 1993.
[Comparison of free neural network simulators on a
backpropagation OCR task.]
Rumelhart, D.E, and McClelland, J.L., editors, "Parallel Distributed
Processing: Explorations in the Microstructure of Cognition" (Vol. 1:
Foundations; Vol. 2: Psychological and Biological Models), Cambridge,
MA: MIT Press, 1986.
Waltz, D., and Feldman, J.A., "Connectionist Models and their
Implications:
Readings from _Cognitive Science_", Ablex, 1988.
Mark Watson, "Common Lisp Modules -- Artificial Intelligence in the
Era of Neural Networks and Chaos Theory", Springer-Verlag, 1991.
Includes code written in Macintosh Common Lisp and uses the Mac
graphical interface (the modules are portable to other Common Lisp
implementations, but without the graphics).
Anderson, J.A., and Rosenfeld, E., editors, "Neurocomputing:
Foundations
of Research", Cambridge MA: MIT Press, 1988. Also "Neurocomputing
Vol. 2: Directions for Research", Cambridge MA: MIT Press, 1991.
Hinton, G.E., and Anderson, J.A., editors, "Parallel Models of
Associative Memory" (updated edition), Lawrence Erlbaum Associates,
1989.
Hinton, G.E., editor, "Connectionist Symbol Processing", MIT Press,
1990.
[Was a special issue of Artificial Intelligence, vol. 46, nos. 1-2.]
Touretzky, D.S., editor, "Neural Information Processing Systems",
volumes
1-4 (1988-1991), Morgan Kaufmann. [Proceedings from the premier
conference on neural networks.]
See the special issue of _Connection Science_, Volume 2 Numbers 1-2,
1990.
Also the Hinton collection "Connectionist Symbol Processing", above.
Barnden, J.A., and Pollack, J.B., "Advances in Connectionist and
Neural
Computation Theory Vol. 1: High-Level Connectionist Models", Ablex,
1991.
Quinlan, P., "Connectionism and Psychology: A Psychological
Perspective on
New Connectionist Research", University of Chicago Press, 1991.
Waltz, D., and Feldman, J.A., editors, "Connectionist Models and their
Implications: Readings from _Cognitive Science_", Ablex, 1988.
McCloskey, M., "Networks and theories: The place of connectionism in
cognitive science", Psychological Science 2:387-395, 1991.
Pinker, S., and Mehler, J, editors, "Connections and Symbols", MIT
Press,
1988. [Was Cognition special issue Volume 28, 1988]
Clark, A., "Microcognition: Philosophy, Cognitive Science, and
Parallel
Distributed Processing", MIT Press, 1989.
Emile H.L. Aarts and Jan Korst, "Simulated Annealing and Boltzmann
Machines" John Wiley & Sons, New York, 1989. 272 pages. $52.00.
ISBN 0-471921-467.
R. P. Lippmann, "Review of Neural Networks for Speech Recognition",
Neural Computation, 1(1):1-38, 1989.