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Improving On ‘Data Mining Reconsidered’ By K.D. Hoover And S.J. Perez
Oleh:
Hendry, David F.
;
Krolzig, Hans-Martin
Jenis:
Article from Journal - ilmiah internasional
Dalam koleksi:
The Econometrics Journal vol. 2 no. 2 (1999)
,
page 220-225.
Topik:
Econometric methodology
;
Model selection
;
Encompassing
;
Data mining
;
Monte Carlo experiments
;
Money demand.
Fulltext:
202.pdf
(132.42KB)
Isi artikel
Kevin Hoover and Stephen Perez take important steps towards resolving some key issues in econometric methodology. They simulate general-to-specific selection for linear, dynamic regression models, and find that their algorithm performs well in re-mining the ‘Lovell database’. We discuss developments that improve on their results, automated in PcGets. Monte Carlo experiments and re-analyses of empirical studies show that pre-selection F-tests, encompassing tests, and sub-sample reliability checks all help eliminate ‘spuriouslysignificant’ regressors, without impugning recovery of the correct specification.
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