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A nonlinear time series model of El Niño

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Author Info
Hall, Anthony D. () (School of Finance and Economics, University of Technology, Sydney)
Skalin, Joakim () (Dept for Economic Affairs, Ministry of Finance)
Teräsvirta, Timo () (Dept. of Economic Statistics, Stockholm School of Economics)

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Abstract

A smooth transition autoregressive model is estimated for the Southern Oscillation Index, an index commonly used as a measure of El Niño events. Using standard measures there is no indication of nonstationarity in the index. A logistic smooth transition autoregressive model describes the most turbulent periods in the data (these correspond to El Niño events) better than a linear autoregressive model. The estimated nonlinear model passes a battery of diagnostic tests. A generalised impulse response function indicates local instability, but as deterministic extrapolation from the estimated model converges, the nonlinear model may still be useful for forecasting the El Niño Southern Oscillation a few months ahead.

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Publisher Info
Paper provided by Stockholm School of Economics in its series Working Paper Series in Economics and Finance with number 263.

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Length: 25 pages
Date of creation: 28 Sep 1998
Date of revision:
Publication status: Published in Environmental Modelling and Software, 2001, pages 139-146.
Handle: RePEc:hhs:hastef:0263

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Related research
Keywords: Smooth transition autoregression; Nonlinearity; Time series model; El Niño; Southern Oscillation;

Find related papers by JEL classification:
C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions

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Cited by:
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  1. Andreas Röthig & Carl Chiarella, 2006. "Investigating nonlinear speculation in cattle, corn, and hog futures markets using logistic smooth transition regression models," Darmstadt Discussion Papers in Economics 167, Institut für Volkswirtschaftslehre (Department of Economics), Technische Universität Darmstadt (Darmstadt University of Technology). [Downloadable!]
    Other versions:
  2. Ubilava, David & Holt, Matthew T., 2009. "Nonlinearities in the World Vegetable Oil Price System: El Nino Effects," 2009 Annual Meeting, July 26-28, 2009, Milwaukee, Wisconsin 49360, Agricultural and Applied Economics Association. [Downloadable!]
  3. Li, Yushu & Shukur, Ghazi, 2009. "Testing for Unit Root against LSTAR model – wavelet improvements under GARCH distortion," Working Paper Series in Economics and Institutions of Innovation 184, Royal Institute of Technology, CESIS - Centre of Excellence for Science and Innovation Studies. [Downloadable!]
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