Statistical Methods for Handling Incomplete Data

Statistical Methods for Handling Incomplete Data

Jae Kwang Kim , Jun Shao
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Jan 29, 2024 · English · Paperback (380 pages)
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Book Details

Format Paperback
Pages 380
Language English
Published Jan 29, 2024
Publisher Chapman and Hall/CRC
ISBN-10 103211813X
ISBN-13 9781032118130

Description

Along with many examples, this text covers the most up-to-date statistical theories and computational methods for analyzing incomplete data. It presents a thorough treatment of statistical theories of likelihood-based inference with missing data. It also discusses numerous computational techniques and theories on imputation and extensively covers methods involving propensity score weighting, nonignorable missing data, longitudinal missing data, survey sampling, and statistical matching. Some of the research ideas introduced can be developed further for specific applications.
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