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
Verlag: Chapman and Hall/CRC, 2021

Inhaltsangabe

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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    Über die Autorin bzw. den 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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    Verlag
    Chapman and Hall/CRC
    Erscheinungsdatum
    2021
    Sprache
    Englisch
    ISBN 10 
    036728054X
    ISBN 13 
    9780367280543
    Einband
    Gebundene Ausgabe
    Auflage
    2
    Anzahl der Seiten
    364
    Kontakt zum Hersteller
    preigu GmbH & Co. KG
    mail@preigu.de

    Lengericher Landstr. 19
    Osnabrück
    Niedersachsen
    49078
    Deutschland

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