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Monte Carlo Simulation and Resampling Methods for Social Science

Monte Carlo Simulation and Resampling Methods for Social Science

by Thomas M. Carsey and Jeffrey J. Harden
Paperback
Publication Date: 17/09/2013

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Taking the topics of a quantitative methodology course and illustrating them through Monte Carlo simulation, this book illustrates abstract principles, such as bias, efficiency, and measures of uncertainty in an intuitive, visual way. Instead of thinking in the abstract about what would happen to a particular estimator "in repeated samples," the book uses simulation to actually create those repeated samples and summarize the results. The book includes basic examples appropriate for students learning the material for the first time, as well as more advanced examples that a researcher might use to evaluate an estimator he or she was using in an actual research project. The book also covers a wide range of topics related to Monte Carlo simulation, such as resampling methods, simulations of substantive theory, simulation of quantities of interest (QI) from model results, and cross-validation.
ISBN:
9781452288901
9781452288901
Category:
Sociology
Format:
Paperback
Publication Date:
17-09-2013
Language:
English
Publisher:
SAGE Publications Inc
Country of origin:
United States
Pages:
304
Dimensions (mm):
231x187x20mm
Weight:
0.56kg

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