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Statistical Methods for Handling Incomplete Data
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Statistical Methods for Handling Incomplete Data

Book Details

Format Paperback / Softback
ISBN-10 103211813X
ISBN-13 9781032118130
Publisher Taylor & Francis Ltd
Imprint Chapman & Hall/CRC
Country of Manufacture GB
Country of Publication GB
Publication Date Jan 29th, 2024
Print length 380 Pages
Weight 570 grams
Dimensions 15.60 x 23.40 x 2.90 cms
Ksh 8,950.00
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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. This book covers the most up-to-date statistical theories and computational methods for analyzing incomplete data.

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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