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Empirical model discovery and theory evaluation : automatic selection methods in econometrics / David F. Hendry and Jurgen A. Doornik.

By: Contributor(s): Material type: TextTextSeries: Arne Ryde Memorial Lectures SeriesPublisher: Cambridge, Massachusetts ; London, England : The MIT Press, [2014]Copyright date: ©2014Description: 1 online resource (xxviii, 358 pages) : illustrations, tables, graphs, chartsContent type:
  • text
Media type:
  • computer
Carrier type:
  • online resource
ISBN:
  • 9780262324410
  • 0262324415
  • 1306957869
  • 9781306957861
Subject(s): Genre/Form: Additional physical formats: Print version:: Empirical model discovery and theory evaluation.DDC classification:
  • 330.01/5195 23
LOC classification:
  • HB139 .H454 2014eb
Online resources:
Contents:
About the arne ryde foundation -- Preface -- Acknowledgments -- Glossary -- Data and software -- Principles of model selection -- Introduction -- Discovery -- Background to automatic model selection -- Empirical modeling illustrated -- Evaluating model selection -- The theory of reduction -- General-to-specific modeling -- Model selection theory and performance -- Selecting a model in one decision -- The 2-variable dgp -- Bias correcting selection effects -- Comparisons of 1-cut selection with autometrics -- Impact of diagnostic tests -- Role of encompassing -- Retaining a theory model during selection -- Detecting outliers and breaks using iis -- Re-modeling uk real consumers' expenditure -- Comparisons of autometrics with other approaches -- Model selection in underspecied settings -- Extensions of automatic model selection -- More variables than observations -- Impulse-indicator saturation for multiple breaks -- Selecting non-linear models -- Testing super exogeneity -- Selecting forecasting models -- Epilogue -- References -- Author index -- Index.
Summary: A synthesis of the authors' groundbreaking econometric research on automatic model selection, which uses powerful computational algorithms and theory evaluation.
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"Arne Ryde Memorial Lectures Series."

Includes bibliographical references (pages 317-341) and indexes.

About the arne ryde foundation -- Preface -- Acknowledgments -- Glossary -- Data and software -- Principles of model selection -- Introduction -- Discovery -- Background to automatic model selection -- Empirical modeling illustrated -- Evaluating model selection -- The theory of reduction -- General-to-specific modeling -- Model selection theory and performance -- Selecting a model in one decision -- The 2-variable dgp -- Bias correcting selection effects -- Comparisons of 1-cut selection with autometrics -- Impact of diagnostic tests -- Role of encompassing -- Retaining a theory model during selection -- Detecting outliers and breaks using iis -- Re-modeling uk real consumers' expenditure -- Comparisons of autometrics with other approaches -- Model selection in underspecied settings -- Extensions of automatic model selection -- More variables than observations -- Impulse-indicator saturation for multiple breaks -- Selecting non-linear models -- Testing super exogeneity -- Selecting forecasting models -- Epilogue -- References -- Author index -- Index.

Print version record.

A synthesis of the authors' groundbreaking econometric research on automatic model selection, which uses powerful computational algorithms and theory evaluation.

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