Path: utzoo!attcan!uunet!snorkelwacker!bloom-beacon!bu.edu!nntp-xfer.bu.edu!gaudiano
From: gaudiano@retina.bu.edu (Paolo Gaudiano)
Newsgroups: comp.ai.neural-nets
Subject: Re: Learning of Temporal Patterns with Neural Networks
Message-ID: <GAUDIANO.90Mar20132103@retina.bu.edu>
Date: 20 Mar 90 18:21:03 GMT
References: <893@xenon.kcl-cs.UUCP>
Sender: news@bu.edu.bu.edu
Organization: Boston University Center for Adaptive Systems
Lines: 42
In-reply-to: guy@kcl-cs.UUCP's message of 19 Mar 90 15:24:58 GMT


I presented some work at the 1987 NIPS conference in Denver (American
Institute of Physics), titled "Temporal Patterns of Activity in Neural
Networks." While the results left a lot to be desired due to a
numerical error, the bibliography has some good references I report
below. Also, the same volue has articles by A.  Robinson & F. Fallside
("Static and dynamic error propagation networks with application to
speech coding"), W. S.  Stornetta ("A Dynamical Approach to Temporal
Pattern Processing"), and T. Homma et al. ("An artificial neural
network for spatiotemporal bipolar patterns: Application to phoneme
classification").

[1] B. Baird, "Nonlinear Dynamics of pattern formation and pattern
recognition in the rabbit olfactory bulb". Physica 22D, 150-175. 1986.

[2] M. Jordan, "Attractor dynamics and parallelism in a connectionist
sequential machine". Proceedings of the Eighth annual conference of
the cognitive sciences society. 1986.

[3] D. Kleinfeld, "Sequential State generation by model neural
networks" Proc. Natl. Acad. Sci. USA. 83: 9469-9473. 1986.

[4] H. Sompolinsky, I. Kanter, "Temporal association in asymmetric
neural networks". Phys. Rev. Let. 57: 2861-2864. 1986.


Prior to that there is also some interesting work by Grossberg, that
is distributed over a number of papers and under many headings. A good
overview is;

[5] S. Grosberg, "The adaptive self-organization of serial order in
behavior: speech, language, and motor control." Reprinted as ch. 6 in
'The adaptive Brain II'. Amsterdam:Elsevier/North-Holland. 1986.

A more recent model is:

[6] S. Grossberg, N. Schmajuk "Neural dynamics of adaptive timing and
temporal discrimination during associative learning". Neural Networks.
V. 2 (2). 79-102. 1989.

Hope this is useful to other people as well.
	Paolo Gaudiano