Flexible imputation of missing data / Stef van Buuren
Material type: TextPublication details: Boca Raton : CRC Press, 2012Description: xxv,316p.24cmISBN:- 9781439868249
- 519.535 BUU
Item type | Current library | Call number | Status | Date due | Barcode | Item holds | |
---|---|---|---|---|---|---|---|
Book | Calcutta | 519.535 BUU (Browse shelf(Opens below)) | Available | IIMC-135530 |
Missing data form a problem in every scientific discipline, yet the techniques required to handle them are complicated and often lacking. One of the great ideas in statistical science-multiple imputation-fills gaps in the data with plausible values, the uncertainty of which is coded in the data itself. It also solves other problems, many of which are missing data problems in disguise.Flexible Imputation of Missing Data is supported by many examples using real data taken from the author's vast experience of collaborative research, and presents a practical guide for handling missing data under the framework of multiple imputation. This graduate-tested book avoids mathematical and technical details as much as possible: formulas are accompanied by a verbal statement that explains the formula in layperson terms.
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