Parameter redundancy in neural networks: an application of Chebyshev polynomials
Author
Abstract
Suggested Citation
DOI: 10.1007/s10287-006-0009-9
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Kenneth L. Judd, 1998. "Numerical Methods in Economics," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262100711, April.
- Curry, B. & Morgan, P.H., 2006. "Model selection in Neural Networks: Some difficulties," European Journal of Operational Research, Elsevier, vol. 170(2), pages 567-577, April.
- Lee, Tae-Hwy & White, Halbert & Granger, Clive W. J., 1993.
"Testing for neglected nonlinearity in time series models : A comparison of neural network methods and alternative tests,"
Journal of Econometrics, Elsevier, vol. 56(3), pages 269-290, April.
- Tom Doan, "undated". "REGWHITENNTEST: RATS procedure to perform White neural network test on regression," Statistical Software Components RTS00183, Boston College Department of Economics.
- Tom Doan, "undated". "REGRESET: RATS procedure to perform Ramsey RESET test on regression," Statistical Software Components RTS00181, Boston College Department of Economics.
- Ghysels,Eric & Osborn,Denise R., 2001.
"The Econometric Analysis of Seasonal Time Series,"
Cambridge Books,
Cambridge University Press, number 9780521565882, October.
- Ghysels,Eric & Osborn,Denise R., 2001. "The Econometric Analysis of Seasonal Time Series," Cambridge Books, Cambridge University Press, number 9780521562607.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Curry, Bruce, 2007. "Neural networks and seasonality: Some technical considerations," European Journal of Operational Research, Elsevier, vol. 179(1), pages 267-274, May.
- Gloria González-Rivera & Tae-Hwy Lee, 2007. "Nonlinear Time Series in Financial Forecasting," Working Papers 200803, University of California at Riverside, Department of Economics, revised Feb 2008.
- Richard Pierse, 2006. "Optimal control in nonlinear models: a generalised Gauss-Newton algorithm with analytic derivatives," School of Economics Discussion Papers 0906, School of Economics, University of Surrey.
- Andrew Patton, 2002. "(IAM Series No 001) On the Out-Of-Sample Importance of Skewness and Asymetric Dependence for Asset Allocation," FMG Discussion Papers dp431, Financial Markets Group.
- Francisco Gallego & Andrés Hernando, 2009. "School Choice in Chile: Looking at the Demand Side," Documentos de Trabajo 356, Instituto de Economia. Pontificia Universidad Católica de Chile..
- Claude Hillinger, 2002. "A General Theory of Price and Quantity Aggregation and Welfare Measurement," CESifo Working Paper Series 818, CESifo.
- Salerno, Gillian & Beard, Rodney & McDonald, Stuart, 2007. "Rent Seeking Behavior and Optimal Taxation of Pollution in Shallow Lakes," MPRA Paper 11225, University Library of Munich, Germany, revised 22 Oct 2008.
- Maria Casanova-Rivas, 2008. "Dynamic Complementarities: A Computational and Empirical Analysis of Couples' Retirement Decisions," 2008 Meeting Papers 1073, Society for Economic Dynamics.
- Heer, Burkhard & Polito, Vito & Wickens, Michael R., 2020.
"Population aging, social security and fiscal limits,"
Journal of Economic Dynamics and Control, Elsevier, vol. 116(C).
- Wickens, Michael R. & Heer, Burkhard, 2017. "Population Aging, Social Security and Fiscal Limits," CEPR Discussion Papers 11978, C.E.P.R. Discussion Papers.
- Burkhard Heer & Vito Polito & Michael Wickens & Michael R. Wickens, 2018. "Population Aging, Social Security and Fiscal Limits," CESifo Working Paper Series 7121, CESifo.
- Zhuo Qiao & Keith Lam, 2011. "Granger causal relations among Greater China stock markets: a nonlinear perspective," Applied Financial Economics, Taylor & Francis Journals, vol. 21(19), pages 1437-1450.
- Andreas Lanz & Gregor Reich & Ole Wilms, 2022. "Adaptive grids for the estimation of dynamic models," Quantitative Marketing and Economics (QME), Springer, vol. 20(2), pages 179-238, June.
- Christoffersen, Peter & Ghysels, Eric & Swanson, Norman R., 2002.
"Let's get "real" about using economic data,"
Journal of Empirical Finance, Elsevier, vol. 9(3), pages 343-360, August.
- Peter Christoffersen & Eric Ghysels & Norman R. Swanson, "undated". "Let's Get "Real" about Using Economic Data," EPRU Working Paper Series 01-15, Economic Policy Research Unit (EPRU), University of Copenhagen. Department of Economics.
- Peter Christoffersen & Eric Ghysels & Norman Swanson, 2000. "Let's Get "Real" About Using Economic Data," Econometric Society World Congress 2000 Contributed Papers 1004, Econometric Society.
- Peter Christoffersen & Eric Ghysels & Norman R. Swanson, 2001. "Let's Get "Real"" about Using Economic Data"," CIRANO Working Papers 2001s-44, CIRANO.
- Xilong Chen & Eric Ghysels, 2011. "News--Good or Bad--and Its Impact on Volatility Predictions over Multiple Horizons," The Review of Financial Studies, Society for Financial Studies, vol. 24(1), pages 46-81, October.
- Karantounias, Anastasios G., 2023.
"Doubts about the model and optimal policy,"
Journal of Economic Theory, Elsevier, vol. 210(C).
- Anastasios G. Karantounias, 2020. "Doubts about the Model and Optimal Policy," FRB Atlanta Working Paper 2020-12, Federal Reserve Bank of Atlanta.
- Anastasios G. Karantounias, 2023. "Doubts about the model and optimal policy," School of Economics Discussion Papers 0423, School of Economics, University of Surrey.
- Anastasios G. Karantounias, 2023. "Doubts about the model and optimal policy," Discussion Papers 2312, Centre for Macroeconomics (CFM).
- Franses, Philip Hans, 2013. "Data revisions and periodic properties of macroeconomic data," Economics Letters, Elsevier, vol. 120(2), pages 139-141.
- Pelin Ilbas, 2006.
"Optimal Monetary Policy rules for the Euro area in a DSGE framework,"
Working Papers of Department of Economics, Leuven
ces0613, KU Leuven, Faculty of Economics and Business (FEB), Department of Economics, Leuven.
- Pelin Ilbas, 2007. "Optimal Monetary Policy Rules for the Euro Area in a DSGE Framework," Money Macro and Finance (MMF) Research Group Conference 2006 59, Money Macro and Finance Research Group.
- Atanas Christev, 2006.
"Learning Hyperinflations,"
Computing in Economics and Finance 2006
475, Society for Computational Economics.
- Atanas Christev, 2007. "Learning Hyperinflations," Money Macro and Finance (MMF) Research Group Conference 2006 126, Money Macro and Finance Research Group.
- Chambers, Marcus J. & Ercolani, Joanne S. & Taylor, A.M. Robert, 2014.
"Testing for seasonal unit roots by frequency domain regression,"
Journal of Econometrics, Elsevier, vol. 178(P2), pages 243-258.
- Marcus J. Chambers & Joanne S. Ercolani & A. M. Robert Taylor, 2010. "Testing for seasonal unit roots by frequency domain regression," Discussion Papers 10/02, University of Nottingham, Granger Centre for Time Series Econometrics.
- Kollmann, Robert, 2003. "Monetary Policy Rules in an Interdependent World," CEPR Discussion Papers 4012, C.E.P.R. Discussion Papers.
- Borovička, Jaroslav & Hansen, Lars Peter, 2014.
"Examining macroeconomic models through the lens of asset pricing,"
Journal of Econometrics, Elsevier, vol. 183(1), pages 67-90.
- Jaroslav Borovicka & Lars Peter Hansen, 2012. "Examining macroeconomic models through the lens of asset pricing," Working Paper Series WP-2012-01, Federal Reserve Bank of Chicago.
More about this item
Keywords
Neural network; Non-linear regression; Taylor series; Chebyshev polynomial; Parameter redundancy; 82C32;All these keywords.
JEL classification:
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:comgts:v:4:y:2007:i:3:p:227-242. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.