Statistical Methods for Handling Incomplete Data - Hardcover

Kim, Jae Kwang; Shao, Jun

 
9780367280543: Statistical Methods for Handling Incomplete Data
Hardcover
ISBN 10: 036728054X ISBN 13: 9780367280543
Publisher: Chapman and Hall/CRC, 2021

Synopsis

Due to recent theoretical findings and advances in statistical computing, there has been a rapid development of techniques and applications in the area of missing data analysis. Statistical Methods for Handling Incomplete Data covers the most up-to-date statistical theories and computational methods for analyzing incomplete data.

Features

  • Uses the mean score equation as a building block for developing the theory for missing data analysis

  • Provides comprehensive coverage of computational techniques for missing data analysis

  • Presents a rigorous treatment of imputation techniques, including multiple imputation fractional imputation

  • Explores the most recent advances of the propensity score method and estimation techniques for nonignorable missing data

  • Describes a survey sampling application

  • Updated with a new chapter on Data Integration

  • Now includes a chapter on Advanced Topics, including kernel ridge regression imputation and neural network model imputation

The book is primarily aimed at researchers and graduate students from statistics, and could be used as a reference by applied researchers with a good quantitative background. It includes many real data examples and simulated examples to help readers understand the methodologies.

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About the Author

Jae Kwang Kim is a LAS dean’s professor in the Department of Statistics at Iowa State University. He is a fellow of American Statistical Association (ASA) and Institute of Mathematical Statistics (IMS). He is the recipient of 2015 Gertude M. Cox award, sponsored by Washington Statistical Society and RTI international.

Jun Shao is a professor in the Department of Statistics at University of Wisconsin – Madison. He is a fellow of ASA and IMS, a former president of International Chinese Statistical Association and currently the founding editor of Statistical Theory and Related Fields.

"About this title" may belong to another edition of this title.

Publisher
Chapman and Hall/CRC
Publication date
2021
Language
English
ISBN 10 
036728054X
ISBN 13 
9780367280543
Binding
Hardcover
Edition number
2
Number of pages
380

Other Popular Editions of the Same Title

9781032118130: Statistical Methods for Handling Incomplete Data

Featured Edition

ISBN 10:  103211813X ISBN 13:  9781032118130
Publisher: Chapman and Hall/CRC, 2024
Softcover