karunani@handel.cs.colostate.edu (n karunanithi) (10/21/90)
Dear Connectionists, Sometime back I requested you all to help me in locating references for predicting future events using NN. I got a few reponses. I thank the following people for their help. 1. Denis Anthony at Computing Services, Warwick University, UK. 2. P.Havener at Eastman Kodak, Texas: Bhat and McAvoy, University of Maryland Dept. of Chemical Engineering, College Park Maryland, 20742 "Use of Neural Nets for Dynamic Modeling and Control of Chemical Process Systems" -- In this paper the future PH of a stired tank reactor was predicted by training a net using past historical data on intputs and outputs, to the tank. -- very good work, the concepts can be implemented in a standard M&R back-prop, feed forward nets. Weigend, Huberman and Rumelhart, "Predicting the Future: A Connectionist Approach", Stanford PDP Research Group, Stanford-PDP-90-01, PARC-SSL-90-20, similar to McAvoy's work. Jeffery Elman. "Finding Structure in Time", Center for Research in Language, University of California, San Diego. CRL technical report 8801. - recurrent neural net that does not require multiple inputs over time. 3. R.B Patil: R. Sharda, and R.B. Patil, ``Neural Networks as Forecasting Experts: An Empirical Test," Proc. IJCNN, Washington D.C , 1990 June, Vol.II, pp 491-494. 4. And few other references that I came accross: J. Moody,``Fast Learning In Multi-Resolution hierarchies," Advances in Neural Information Processing Systems 1., Edited by David S. Touretzky, Morgan Kaufman Publishers, Inc. 1989, pp 29-39. R. Shadmehr, and D.Z.D'Argenio, ``A Comparison of a Neural Network Based Estimator and Two Statistical Estimators in a Sparse and Noisy Data Environment," Proc. IJCNN, Washington D.C , 1990 June, Vol.I, pp 289-292. P. Werbos, ``Generalization of Backpropagation with Application to Recurrent Gas Market Model," Neural Networks, 1988, Vol. 1, pp 339-356. --------------------------------------------------------------------------- N Karunanithi karunani@handel.cs.colostate.edu Computer Science Dept, Colorado State University, Ft Collins, CO - 80523. ---------------------------------------------------------------------------