Chapman & Hall/CRC Monographs on Statistics and Applied Probability- Analysis of Incomplete Multivariate Data

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  • Engels
  • Paperback
  • 9781032477992
  • 21 januari 2023
  • 444 pagina's
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The author focuses on applications, as necessary, to help readers thoroughly understand the statistical properties of the methods and the behavior of the accompanying algorithms. All techniques are illustrated with real data examples, complemented by extended discussions and practical advice.



The last two decades have seen enormous developments in statistical methods for incomplete data. The EM algorithm and its extensions, multiple imputation, and Markov Chain Monte Carlo provide a set of flexible and reliable tools from inference in large classes of missing-data problems. Yet, in practical terms, those developments have had surprisingly little impact on the way most data analysts handle missing values on a routine basis.

Analysis of Incomplete Multivariate Data helps bridge the gap between theory and practice, making these missing-data tools accessible to a broad audience. It presents a unified, Bayesian approach to the analysis of incomplete multivariate data, covering datasets in which the variables are continuous, categorical, or both. The focus is applied, where necessary, to help readers thoroughly understand the statistical properties of those methods, and the behavior of the accompanying algorithms.

All techniques are illustrated with real data examples, with extended discussion and practical advice. All of the algorithms described in this book have been implemented by the author for general use in the statistical languages S and S Plus. The software is available free of charge on the Internet.

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Taal
en
Bindwijze
Paperback
Oorspronkelijke releasedatum
21 januari 2023
Aantal pagina's
444
Illustraties
Nee

Betrokkenen

Hoofdauteur
J.L. Schafer
Tweede Auteur
J. L. Schafer
Hoofduitgeverij
Crc Press

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Product breedte
138 mm
Product lengte
216 mm
Studieboek
Nee
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138 mm
Verpakking hoogte
216 mm
Verpakking lengte
216 mm
Verpakkingsgewicht
821 g

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9781032477992

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