• Medientyp: E-Book
  • Titel: Avoid Filling Swiss Cheese with Whipped Cream : Imputation Techniques and Evaluation Procedures for Cross-Country Time Series
  • Beteiligte: Weber, Michael [VerfasserIn]; Denk, Michaela [Sonstige Person, Familie und Körperschaft]; Weber, Michael [Sonstige Person, Familie und Körperschaft]
  • Erschienen: Washington, D.C: International Monetary Fund, 2011
    Online-Ausg.
  • Erschienen in: Internationaler Währungsfonds: IMF working papers ; 1100
  • Umfang: Online-Ressource (27 p)
  • Sprache: Englisch
  • DOI: 10.5089/9781455270507.001
  • ISBN: 1455270504; 9781455270507
  • Identifikator:
  • Schlagwörter: Cross-Sectional Time Series ; Data Pattern ; Imputed Dataset ; Time Series Data ; WP
  • Art der Reproduktion: Online-Ausg.
  • Entstehung:
  • Anmerkungen:
  • Beschreibung: International organizations collect data from national authorities to create multivariate cross-sectional time series for their analyses. As data from countries with not yet well-established statistical systems may be incomplete, the bridging of data gaps is a crucial challenge. This paper investigates data structures and missing data patterns in the cross-sectional time series framework, reviews missing value imputation techniques used for micro data in official statistics, and discusses their applicability to cross-sectional time series. It presents statistical methods and quality indicators that enable the (comparative) evaluation of imputation processes and completed datasets
  • Zugangsstatus: Freier Zugang