Statistical Methods for Handling Incomplete Data - Tapa dura

Kim, Jae Kwang; Shao, Jun

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

Sinopsis

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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Acerca del autor

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.

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Editorial
Chapman and Hall/CRC
Año de publicación
2021
Idioma
Inglés
ISBN 10 
036728054X
ISBN 13 
9780367280543
Encuadernación
Tapa dura
Número de edición
2
Número de páginas
380
Contacto del fabricante
Taylor and Francis, GPSR Taylor and Francis
gpsr@taylorandfrancis.com

Taylor & Francis Verlag GmbH, Kaufingerstraße 24
München
80331
Alemania

Otras ediciones populares con el mismo título

9781032118130: Statistical Methods for Handling Incomplete Data

Edición Destacada

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