Data-Driven Models
Data-Driven Models
Empirical forecasting models · Sources
Primary papers, model variants, source notes, and review signals behind the VECM page.
Reference material used for orientation; read primary and academic sources first when claims conflict.
[S1] Reference
Engle and Granger (1987) 'Co-integration and Error Correction: Representation, Estimation, and Testing': established the two-step estimation method and the Granger representation theorem linking cointegration to error correction.
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[S2] Reference
Johansen (1988, 1991): developed the full-information maximum likelihood estimator for the VECM, including the trace and maximum eigenvalue tests for the cointegrating rank.
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[S3] Reference
King, Plosser, Stock, and Watson (1991) 'Stochastic Trends and Economic Fluctuations': used VECMs to decompose U.S. macro variables into permanent (common trend) and transitory components.
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[S4] Reference
Gonzalo and Granger (1995) 'Estimation of Common Long-Memory Components in Cointegrated Systems': identified the common stochastic trends driving the system using the orthogonal complement of alpha.
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[S5] Reference
Cavaliere, Rahbek, and Taylor (2012) 'Bootstrap Determination of the Co-integration Rank in Heteroskedastic VAR Models': developed wild bootstrap versions of the Johansen tests that are robust to non-constant volatility.
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