Nonlinear Modeling and Forecasting
Subtitle: Proceedings of the Workshop on Nonlinear Modeling and Forecasting Held September, 1990 in Santa Fe, New Mexico (Santa ... in the Sciences of Complexity Proceedings)
Contributors: Stephen Eurbank (Editor)
Publisher: Addison Wesley Publishing Company
Published: April 1992
Language: eng
Number of pages: 533
ISBN-13: 9780201587883
Description: Table of contents: Tesselations and dynamical systems / Alistair I. Mees -- Supervised learning: a theoretical framework / Sara A. Solla -- Prediction of chaotic time series using CSLS-Net example: the Mackey-Glass equation / W.C. Mead, et al -- Forecasting with weighted maps / L. Stokbro and D.K. Umberger -- Multivariate function and operator estimation, based on smoothing splines and reproducing kernels / Grace Wahba -- Optimal estimation of fractal dimension / Richard L. Smith -- Diagnostic testing for nonlinearity, chaos, and general dependence in time-series data / W.A. Brock and S.M. Potter -- Using surrogate data to detect nonlinearity in time series / James Theiler, Bryan Galdrikian, Andre Longtin, Stephen Eubank and J. Doyne Farmer -- Experiments in modeling nonlinear relationships between time series / Clive W.J. Granger and Timo Terasvirta -- Analysis of nonlinear time series (and chaos) by bispectral methods / T. Subba Rao -- Local and global Lyapunov exponents on a strange attractor / Henry D.I. Abarbanel -- Local forecasting of high-dimensional chaotic dynamics / Thomas P. Meyer and Norman H. Packard -- A dynamical systems approach to modeling input-output systems / Martin Casdagli -- Identification and filtering of nonlinear systems using canonical variate analysis / Wallace E. Larimore -- Forecasting probabilities with neural networks / Aviv Bergman, Peter Grassberger, and Thomas P. Meyer -- Semantics and thermodynamics / James P. Crutchfield -- Use of recurrence plots in the analysis of time-series data / Matthew Koebbe and Gottfried Mayer-Kress -- Nonlinear forecasts for the S&P stock index / Blake LeBaron -- Predicting sunspots and exchange rates with connectionist networks / Andreas S. Weigend, Bernardo A. Huberman and David E. Rumelhart -- Nonlinear prediction of speech signals / Brent Townshend -- Application of nonlinear prediction to signal separation / William W. Taylor -- Application of nonlinear time-series models to driven systems / Norman F. Hunter, Jr. -- Periodic saddle orbits in experimental strange attractors / Daniel P. Lathrop and Eric J. Kostelich -- Memory-based approaches to approximating continuous functions / Christopher G. Atkeson.
Table of contents: class: section