muttiah@stable.ecn.purdue.edu (Ranjan S Muttiah) (10/13/90)
I wish to thank those who responded to my request. There was one paper by Widrow and Hoff for weather forecasting (using madaline ?) in the early 60's that I'm trying to locate. Anyone know of this paper ? ------------------------- For predicting time series: Moody, J. Darken, C., 1989, Fast Learning in Networks of Locally-Tuned Processing Units, Neural Computation, 1(2), pp. 281-294 For predicting weather: Rogers, D., 1990, Predicting Weather Using a Genetic Memory: A Combination of Kanerva's Sparse Distributed Memory with Holland's Genetic Algorithms, Advances in Neural Information Processing Systems, vol 2, pp. 455-464 -- One paper I have found particularly interesting is Predicting the future: A Connectionist Approach A.S Weigend, B.A Huberman and D.E Rumelhart, 1990 Stanford Universtity technical report Standford-PDP-90-01 Submitted to the International Journal of Neural Systems. in which the authors describe their work in perdicting future values of chaotic time series using backprop networks. It is based on a previous paper: Nonlinear Signal processing using neural networks: prediction and system modelling. A.S Lapedes and R.M Farber Technical report LA-UR-87-2662 Los Alamos National Laboratory, 1987
aboulang@bbn.com (Albert Boulanger) (10/14/90)
In article <1990Oct13.042132.27956@ecn.purdue.edu> muttiah@stable.ecn.purdue.edu (Ranjan S Muttiah) writes:
--
One paper I have found particularly interesting is
Predicting the future: A Connectionist Approach
A.S Weigend, B.A Huberman and D.E Rumelhart, 1990
Stanford Universtity technical report Standford-PDP-90-01
Submitted to the International Journal of Neural Systems.
One other excellent paper that represents this approach (chaotic time
series prediction) is:
"Nonlinear Forcasting as a Way of Distinguishing Chaos from Measurement
Error in Time Series"
George Sugihara & Robert M. May
Nature, Vol344, 19 April 1990, 734-741
They give examples where the nonlinear perdiction technique works AND
(contrary to what one sees in the AI world) does not work.
Regards,
Albert Boulanger
aboulanger@bbn.com