Avoid Filling Swiss Cheese with Whipped Cream: Imputation Techniques and Evaluation Procedures for Cross-Country Time Series
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 investiga...
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| Main Author: | |
|---|---|
| Format: | Electronic eBook |
| Language: | English |
| Published: |
Washington, D.C
International Monetary Fund
2011
|
| Series: | IMF Working Papers
Working Paper No. 11/151 |
| Online Access: | UBW01 UEI01 LCO01 SBR01 UER01 SBG01 UBG01 FAN01 UBT01 FKE01 UBY01 UBA01 FLA01 UBM01 UPA01 UBR01 FHA01 FNU01 BSB01 TUM01 Volltext |
| Summary: | 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 |
| Physical Description: | 1 Online-Ressource (27 p) |
| ISBN: | 1455270504 9781455270507 |
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| index_date | 2024-07-03T20:13:21Z |
| indexdate | 2024-07-10T09:35:29Z |
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| spelling | Weber, Michael Verfasser aut Avoid Filling Swiss Cheese with Whipped Cream Imputation Techniques and Evaluation Procedures for Cross-Country Time Series Weber, Michael Washington, D.C International Monetary Fund 2011 1 Online-Ressource (27 p) txt rdacontent c rdamedia cr rdacarrier IMF Working Papers Working Paper No. 11/151 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 Online-Ausg Denk, Michaela Sonstige oth http://elibrary.imf.org/view/IMF001/11975-9781455270507/11975-9781455270507/11975-9781455270507.xml Verlag URL des Erstveröffentlichers Volltext |
| spellingShingle | Weber, Michael Avoid Filling Swiss Cheese with Whipped Cream Imputation Techniques and Evaluation Procedures for Cross-Country Time Series |
| title | Avoid Filling Swiss Cheese with Whipped Cream Imputation Techniques and Evaluation Procedures for Cross-Country Time Series |
| title_auth | Avoid Filling Swiss Cheese with Whipped Cream Imputation Techniques and Evaluation Procedures for Cross-Country Time Series |
| title_exact_search | Avoid Filling Swiss Cheese with Whipped Cream Imputation Techniques and Evaluation Procedures for Cross-Country Time Series |
| title_exact_search_txtP | Avoid Filling Swiss Cheese with Whipped Cream Imputation Techniques and Evaluation Procedures for Cross-Country Time Series |
| title_full | Avoid Filling Swiss Cheese with Whipped Cream Imputation Techniques and Evaluation Procedures for Cross-Country Time Series Weber, Michael |
| title_fullStr | Avoid Filling Swiss Cheese with Whipped Cream Imputation Techniques and Evaluation Procedures for Cross-Country Time Series Weber, Michael |
| title_full_unstemmed | Avoid Filling Swiss Cheese with Whipped Cream Imputation Techniques and Evaluation Procedures for Cross-Country Time Series Weber, Michael |
| title_short | Avoid Filling Swiss Cheese with Whipped Cream |
| title_sort | avoid filling swiss cheese with whipped cream imputation techniques and evaluation procedures for cross country time series |
| title_sub | Imputation Techniques and Evaluation Procedures for Cross-Country Time Series |
| url | http://elibrary.imf.org/view/IMF001/11975-9781455270507/11975-9781455270507/11975-9781455270507.xml |
| work_keys_str_mv | AT webermichael avoidfillingswisscheesewithwhippedcreamimputationtechniquesandevaluationproceduresforcrosscountrytimeseries AT denkmichaela avoidfillingswisscheesewithwhippedcreamimputationtechniquesandevaluationproceduresforcrosscountrytimeseries |