Read Multiple Imputation and Its Application

Multiple Imputation and Its Application

James R. Carpenter

4.9/5 (13855 ratings)

Description:A practical guide to analysing partially observed data. Collecting, analysing and drawing inferences from data is central to research in the medical and social sciences. Unfortunately, it is rarely possible to collect all the intended data. The literature on inference from the resulting incomplete data is now huge, and continues to grow both as methods are developed for large and complex data structures, and as increasing computer power and suitable software enable researchers to apply these methods. This book focuses on a particular statistical method for analysing and drawing inferences from incomplete data, called Multiple Imputation (MI). MI is attractive because it is both practical and widely applicable. The authors aim is to clarify the issues raised by missing data, describing the rationale for MI, the relationship between the various imputation models and associated algorithms and its application to increasingly complex data structures. Multiple Imputation and its Application: • Discusses the issues raised by the analysis of partially observed data, and the assumptions on which analyses rest. • Presents a practical guide to the issues to consider when analysing incomplete data from both observational studies and randomized trials. • Provides a detailed discussion of the practical use of MI with real-world examples drawn from medical and social statistics. • Explores handling non-linear relationships and interactions with multiple imputation, survival analysis, multilevel multiple imputation, sensitivity analysis via multiple imputation, using non-response weights with multiple imputation and doubly robust multiple imputation. Multiple Imputation and its Application is aimed at quantitative researchers and students in the medical and social sciences with the aim of clarifying the issues raised by the analysis of incomplete data data, outlining the rationale for MI and describing how to consider and address the issues that arise in its application.We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer, you have convenient answers with Multiple Imputation and Its Application. To get started finding Multiple Imputation and Its Application, you are right to find our website which has a comprehensive collection of manuals listed.
Our library is the biggest of these that have literally hundreds of thousands of different products represented.

Pages: —

Format: PDF, EPUB & Kindle Edition

Publisher: —

Release: —

ISBN: 111844261X

Description: A practical guide to analysing partially observed data. Collecting, analysing and drawing inferences from data is central to research in the medical and social sciences. Unfortunately, it is rarely possible to collect all the intended data. The literature on inference from the resulting incomplete data is now huge, and continues to grow both as methods are developed for large and complex data structures, and as increasing computer power and suitable software enable researchers to apply these methods. This book focuses on a particular statistical method for analysing and drawing inferences from incomplete data, called Multiple Imputation (MI). MI is attractive because it is both practical and widely applicable. The authors aim is to clarify the issues raised by missing data, describing the rationale for MI, the relationship between the various imputation models and associated algorithms and its application to increasingly complex data structures. Multiple Imputation and its Application: • Discusses the issues raised by the analysis of partially observed data, and the assumptions on which analyses rest. • Presents a practical guide to the issues to consider when analysing incomplete data from both observational studies and randomized trials. • Provides a detailed discussion of the practical use of MI with real-world examples drawn from medical and social statistics. • Explores handling non-linear relationships and interactions with multiple imputation, survival analysis, multilevel multiple imputation, sensitivity analysis via multiple imputation, using non-response weights with multiple imputation and doubly robust multiple imputation. Multiple Imputation and its Application is aimed at quantitative researchers and students in the medical and social sciences with the aim of clarifying the issues raised by the analysis of incomplete data data, outlining the rationale for MI and describing how to consider and address the issues that arise in its application.We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer, you have convenient answers with Multiple Imputation and Its Application. To get started finding Multiple Imputation and Its Application, you are right to find our website which has a comprehensive collection of manuals listed.
Our library is the biggest of these that have literally hundreds of thousands of different products represented.

Special Offer | $0.00

Special Offer! | $0.00

Multiple Imputation and Its Application

Multiple Imputation and Its Application

More Books

Multiple Imputation and its Application (Statistics in Practice)

Multiple Imputation and its Application (Statistics in Practice)

Killer Nashville Noir: Cold-Blooded

Killer Nashville Noir: Cold-Blooded

Weird Horror Short Stories (Gothic & Fantasy)

Weird Horror Short Stories (Gothic & Fantasy)

Analysis of tiedback slopes and walls using STABL5 and PCSTABL5

Analysis of tiedback slopes and walls using STABL5 and PCSTABL5

Generalized Linear Covariance Analysis

Generalized Linear Covariance Analysis

Reserve Component Efficiency Study

Reserve Component Efficiency Study

Wald Sequential Probability Ratio Test for Space Object Conjunction Assessment

Wald Sequential Probability Ratio Test for Space Object Conjunction Assessment

The Cthulhu Cycle: Thirteen Tentacles of Terror

The Cthulhu Cycle: Thirteen Tentacles of Terror

The Complete Dinosaur

The Complete Dinosaur