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Learning microeconometrics with R / [electronic resource]

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자료유형E-Book
개인저자Adams, Christopher P., author.
서명/저자사항Learning microeconometrics with R /Christopher P. Adams.[electronic resource]
발행사항Boca Raton, FL : CRC Press, 2020.
형태사항1 online resource (xxx, 368 pages).
총서사항Chapman & Hall/CRC The R Series
소장본 주기OCLC control number change
ISBN9780429288333
0429288336
9781000282429
1000282422
9781000282467
1000282465


9781000282382
1000282384
기타표준부호10.1201/9780429288333doi
서지주기Includes bibliographical references and index.
내용주기I. Experiments.1. Ordinary Least Squares.2. Multiple Regression.3. Instrumental Variables4. Bounds Estimation.II. Structural Estimation.5. Estimating Demand.6. Estimating Selection Models.7. Demand Estimation with IV8. Estimating Games.9. Estimating Auction ModelsIII. Repeated Measurement.10. Panel data.11. Synthetic Controls.12. Mixture Models.IV. Appendices.A. Measuring Uncertainty.B. Statistical Programming in RAcknowledgements Bibliography
요약This book provides an introduction to the field of microeconometrics through the use of R. The focus is on applying current learning from the field to real world problems. It uses R to both teach the concepts of the field and show the reader how the techniques can be used. It is aimed at the general reader with the equivalent of a bachelor's degree in economics, statistics or some more technical field. It covers the standard tools of microeconometrics, OLS, instrumental variables, Heckman selection and difference in difference. In addition, it introduces bounds, factor models, mixture models and empirical Bayesian analysis. Key Features: Focuses on the assumptions underlying the algorithms rather than their statistical properties. Presents cutting-edge analysis of factor models and finite mixture models. Uses a hands-on approach to examine the assumptions made by the models and when the models fail to estimate accurately. Utilizes interesting real-world data sets that can be used to analyze important microeconomic problems. Introduces R programming concepts throughout the book. Includes appendices that discuss some of the standard statistical concepts and R programming used in the book.
일반주제명Microeconomics.
R (Computer program language)
MATHEMATICS / Probability & Statistics / General
Microeconomics.
R (Computer program language)
언어영어
기타형태 저록Print version :9780367255381
대출바로가기https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=2701041

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