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This is the second edition of a popular book on multiple imputation, focused on explaining the application of methods through detailed worked examples using the MICE package as developed by the author. This new edition incorporates the recent developments in this fast-moving field.
This class-tested book avoids mathematical and technical details as much as possible: formulas are accompanied by verbal statements that explain the formula in accessible terms. The book sharpens the reader's intuition on how to think about missing data, and provides all the tools needed to execute a well-grounded quantitative analysis in the presence of missing data.
This is the second edition of a popular book on multiple imputation, focused on explaining the application of methods through detailed worked examples using the MICE package as developed by the author. This new edition incorporates the recent developments in this fast-moving field.
This class-tested book avoids mathematical and technical details as much as possible: formulas are accompanied by verbal statements that explain the formula in accessible terms. The book sharpens the reader's intuition on how to think about missing data, and provides all the tools needed to execute a well-grounded quantitative analysis in the presence of missing data.
Stef van Buuren is a statistical consultant at the Netherlands Organisation for Applied Scientific Research TNO in Leiden with a broad knowledge of quantitative issues in public health. Since 2015, Van Buuren holds is the world's first Professor of Missing Data at the department of Methodology & Statistics, FSS, University of Utrecht. He is the originator of various new statistical tools.
1. Introduction 2. Multiple imputation 3. Univariate missing data 4. Multivariate missing data 5. Analysis of imputed data 6. Imputation in practice 7. Multilevel multiple imputation 8. Individual Causal Effects 9. Measurement issues 10. Selection issues 11. Longitudinal data 12. Conclusion
| Erscheinungsjahr: | 2021 |
|---|---|
| Fachbereich: | Wahrscheinlichkeitstheorie |
| Genre: | Importe, Mathematik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| ISBN-13: | 9781032178639 |
| ISBN-10: | 1032178639 |
| Sprache: | Englisch |
| Ausstattung / Beilage: | Paperback |
| Einband: | Kartoniert / Broschiert |
| Autor: | Buuren, Stef Van |
| Auflage: | 2. Auflage |
| Hersteller: | Chapman and Hall/CRC |
| Verantwortliche Person für die EU: | Produktsicherheitsverantwortliche/r, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de |
| Maße: | 234 x 156 x 24 mm |
| Von/Mit: | Stef Van Buuren |
| Erscheinungsdatum: | 30.09.2021 |
| Gewicht: | 0,67 kg |
Stef van Buuren is a statistical consultant at the Netherlands Organisation for Applied Scientific Research TNO in Leiden with a broad knowledge of quantitative issues in public health. Since 2015, Van Buuren holds is the world's first Professor of Missing Data at the department of Methodology & Statistics, FSS, University of Utrecht. He is the originator of various new statistical tools.
1. Introduction 2. Multiple imputation 3. Univariate missing data 4. Multivariate missing data 5. Analysis of imputed data 6. Imputation in practice 7. Multilevel multiple imputation 8. Individual Causal Effects 9. Measurement issues 10. Selection issues 11. Longitudinal data 12. Conclusion
| Erscheinungsjahr: | 2021 |
|---|---|
| Fachbereich: | Wahrscheinlichkeitstheorie |
| Genre: | Importe, Mathematik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| ISBN-13: | 9781032178639 |
| ISBN-10: | 1032178639 |
| Sprache: | Englisch |
| Ausstattung / Beilage: | Paperback |
| Einband: | Kartoniert / Broschiert |
| Autor: | Buuren, Stef Van |
| Auflage: | 2. Auflage |
| Hersteller: | Chapman and Hall/CRC |
| Verantwortliche Person für die EU: | Produktsicherheitsverantwortliche/r, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de |
| Maße: | 234 x 156 x 24 mm |
| Von/Mit: | Stef Van Buuren |
| Erscheinungsdatum: | 30.09.2021 |
| Gewicht: | 0,67 kg |
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