Statistics in Survey Sampling: Chapman & Hall/CRC Texts in Statistical Science
Autor Jae Kwang Kimen Limba Engleză Hardback – 29 sep 2025
With a strong foundation in design-based inference and frequentist methodology, the book emphasizes representativeness, efficiency, and the integration of auxiliary information in estimation procedures. It also introduces emerging research topics that reflect the evolving landscape of data collection and analysis.
Key Features:
- Rigorous treatment of statistical theory for design-based inference in probability sampling
- Thorough exploration of model-assisted estimation techniques using auxiliary data
- Coverage of modern topics including data integration, analytic inference, predictive inference, and voluntary sample analysis
- Detailed examples illustrate the methods throughout the book
- Focused development within the frequentist framework, with limited emphasis on Bayesian or nonparametric methods
- Exercises in all chapters enable use as a course text or for self-study
- Includes appendices on key background topics such as asymptotic theory and projection techniques
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Specificații
ISBN-13: 9781032997766
ISBN-10: 1032997761
Pagini: 284
Ilustrații: 14
Dimensiuni: 178 x 254 x 20 mm
Greutate: 0.69 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman & Hall/CRC Texts in Statistical Science
ISBN-10: 1032997761
Pagini: 284
Ilustrații: 14
Dimensiuni: 178 x 254 x 20 mm
Greutate: 0.69 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman & Hall/CRC Texts in Statistical Science
Public țintă
Academic, Postgraduate, and Professional ReferenceNotă biografică
Jae Kwang Kim is the 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 the 2015 Gertude M. Cox award, sponsored by the Washington Statistical Society and RTI international.
Cuprins
1. Introduction. 2. Horvitz-Thompson Estimation. 3. Simple and Systematic Sampling Designs. 4. Stratified Sampling. 5. Sampling with Unequal Probabilities. 6. Cluster Sampling: Single-stage cluster sampling. 7. Cluster Sampling: Two-stage cluster sampling. 8. Estimation: Part 1. 9. Estimation: Part 2. 10. Variance Estimation. 11. Two-Phase Sampling. 12. Unit Nonresponse. 13. Imputation. 14. Analytic Inference. 15. Predictive Inference. 16. Analysis of Non-Probability Samples. A. Asymptotic Theory in Survey Sampling. B. Projection Technique. Bibliography. Index.
Descriere
Offers a comprehensive and rigorous introduction to the principles and practices of survey sampling, bridging the gap between statistical theory and real-world data collection.