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Statistical Methods for Handling Incomplete Data
Engelsk
Bogcover for Statistical Methods for Handling Incomplete Data af Jae Kwang Kim, Jun Shao, 9781032118130
Specifikationer
Sprog:
Engelsk
Sider:
380
ISBN-13:
9781032118130
Indbinding:
Paperback
Udgave:
2
ISBN-10:
103211813X
Udg. Dato:
29 jan 2024
Størrelse i cm:
15,6 x 23,4 x 2,9
Oplagsdato:
29 jan 2024
Forfatter(e):

Statistical Methods for Handling Incomplete Data

Engelsk
Paperback 2024
Format:

Bog beskrivelse

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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    Specifikationer
    Sprog:
    Engelsk
    Sider:
    380
    ISBN-13:
    9781032118130
    Indbinding:
    Paperback
    Udgave:
    2
    ISBN-10:
    103211813X
    Udg. Dato:
    29 jan 2024
    Størrelse i cm:
    15,6 x 23,4 x 2,9
    Oplagsdato:
    29 jan 2024
    Forfatter(e):
    Finder produkter...
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