Multiresolution learning paradigm and signal prediction

IEEE Transactions on Signal Processing

Volumn 45, Issue 11, 1997, Pages 2858-2864

  Liang, Yao ^a   Page, Edward W ^a  

^a AMRL   (United States)

Author keywords

Multiresoluiton learning; Neural network learning; Signal prediction; Time series forecasting

Indexed keywords

LEARNING ALGORITHMS; LEARNING SYSTEMS; NEURAL NETWORKS; TIME SERIES ANALYSIS; WAVELET TRANSFORMS;

MULTIRESOLUTION LEARNING PARADIGM;

SIGNAL FILTERING AND PREDICTION;

EID: 0031268844     PISSN: 1053587X     EISSN: None     Source Type: Journal    
DOI: 10.1109/78.650113     Document Type: Article

References (24)

1. B. L. Bowerman and R. T. O'Connell, Time Series Forecasting. New York: PWS, 1987.
2. G. E. P. Box and G. M. Jenkins, Time Series Analysis, Forecasting, and Control. San Francisco, CA: Holden-Day, 1976.
3. A. Cichocki and R. Unbehauen, Neural Networks for Optimization and Signal Processing. New York: Wiley, 1993.
4. A. S. Weigend and N. A. Gershenfeld, Eds., Time Series Prediction: Forecasting the Future and Understanding the Past. Reading, MA: Addison-Wesley, 1994.
5. A. Lapedes and R. Farber, "Nonlinear signal processing using neural network: Prediction and system modeling," Los Alamos Nat. Lab, Tech. Rep. LA-UR-87-2662, 1987.
6. K. Hornik, "Approximation capabilities of multilayer feedforward networks," Neural Networks, vol. 4, 1991.
7. M. Leshno, V. Y. Lin, A. Pinkus, and S. Schocken, "Multilayer feedforward networks with a nonpolynomial activation function can approximate any function," Neural Networks, vol. 6, pp. 861-867, 1993.
8. S. G. Mallat, "A theory for multiresolution signal decomposition: the wavelet representation," IEEE Trans. Pattern Anal. Machine IntelL, vol. 11, pp. 674-693, July 1989.
9. E. B. Baum and D. Haussler, "What size net gives valid generalization?," Neural Comput., vol. 1, pp. 151-160, 1989.
10. S. Geman, E. Bienenstock, and R. Doursat, "Neural networks and the bias/variance dilemma," Neural Comput., vol. 4, pp. 1-58, 1992.
11. K. J. Lang, A. H. Waibel, and G. E. Hinton, "A time-delay neural network architecture for isolated word recognition," Neural Networks, vol. 3, pp. 2343, 1990.
12. Y. LeCun, "Generalization and network design strategies," Univ. Toronto, Toronto, Ont., Canada, Tech. Rep. CRG-TR-89-4, 1989.
13. E. A. Wan, "Time series prediction by using a connectionist network with internal delay lines," Time Series Prediction: Forecasting the Future and Understanding the Past. Reading, MA: Addison-Wesley, 1994, pp. 195-218.
14. D. C. Flaut, S. J. Nowlan, and G. E. Hinton, "Experiments on learning by backpropagation," Carnegie Mellon Univ., Pittsburgh, PA, Tech. Rep. CMU-CS-86-126, 1986.
15. A. Krogh and J. A. Hertz, "A simple weight decay can improve generalization," Adv. Neural Inform. Process. Syst., vol. 4, pp. 950-957, 1992.
16. A. S. Weigend, D. E. Rumelhart, and B. A. Huberman, "Backpropagation, weight-elimination and time series prediction," in Proc. Connectionist Models Summer Sch., 1990, pp. 105-116.
17. A. S. Weigend, B. A. Huberman, and D. E. Rumelhart, "Predicting the future: A connectionist approach," Int. J. Neural Syst., vol. 1, no. 3, pp. 193-209, 1990.
18. M. Cottrell, B. Girard, Y. Girard, M. Mangeas, and C. Muller, "Neural modeling for time series: A statistical stepwise method for weight elimination," IEEE Trans. Neural Networks, vol. 6, pp. 1355-1364, Nov. 1995.
19. R. Reed, "Pruning algorithms-A survey," IEEE Trans. Neural Networks, vol. 4, pp. 740-747, 1993.
20. M. B. Priestley, Non-Linear and Non-Stationary Time Series Analysis. New York: Academic, 1988.
21. Y. R. Park, T. J. Murray, and C. Chen, "Predicting sun spots using a layered perceptron neural network," IEEE Trans. Neural Networks, vol. 7, pp. 501-505, Mar. 1996.
22. W. E. Leland and D. V. Wilson, "High time-resolution measurement and analysis of lan traffic: Implications for lan interconnection," in Proc. IEEE INFOCOM, 1991, pp. 1360-1366.
23. W. E. Leland, M. S. Taqqu, W. Willinger, and D. V. Wilson, "On the self-similar nature of ethernet traffic," in Proc. ACM SIGCOMM, 1993, pp. 183-193.
24. _, "On the self-similar nature of ethernet traffic (extended version)," IEEE/ACM Trans. Networking, vol. 2, pp. 1-15, Feb. 1994.