This volume provides a practical introduction to the method of maximum
likelihood as used in social science research. Ward and Ahlquist focus
on applied computation in R and use real social science data from
actual, published research. Unique among books at this level, it
develops simulation-based tools for model evaluation and selection
alongside statistical inference. The book covers standard models for
categorical data as well as counts, duration data, and strategies for
dealing with data missingness. By working through examples, math, and
code, the authors build an understanding about the contexts in which
maximum likelihood methods are useful and develop skills in
translating mathematical statements into executable computer code.
Readers will not only be taught to use likelihood-based tools and
generate meaningful interpretations, but they will also acquire a
solid foundation for continued study of more advanced statistical
techniques.
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Strategies for Analysis
Produktdetaljer
ISBN
9781316952887
Publisert
2018
Utgiver
Cambridge University Press
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter