Beskrivelse
R for Political Data Science
R for Political Data Science: A Practical Guide is a handbook for political scientists new to R who want to learn the most useful and common ways to interpret and analyze political data. It was written by political scientists thinking about the many real-world problems faced in their work. The book has 16 chapters and is organized in three sections. The first on the use of R is for those users who are learning R or are migrating from another software. The second section on econometric models covers OLS binary and survival models panel data and causal inference. The third section is a data science toolbox of some the most useful tools in the discipline: data imputation fuzzy merge of large datasets web mining quantitative text analysis network analysis mapping spatial cluster analysis and principal component analysis.
Key features:
Each chapter has the most up-to-date and simple option available for each task assuming minimal prerequisites and no previous experience in R
Makes extensive use of the Tidyverse the group of packages that has revolutionized the use of R
Provides a step-by-step guide that you can replicate using your own data
Includes exercises in every chapter for course use or self-study
Focuses on practical-based approaches to statistical inference rather than mathematical formulae
Supplemented by an R package including all data
As the title suggests this book is highly applied in nature and is designed as a toolbox for the reader. It can be used in methods and data science courses at both the undergraduate and graduate levels. It will be equally useful for a university student pursuing a PhD political consultants or a public official all of whom need to transform their datasets into substantive and easily interpretable conclusions.
. Language: English
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Brand:
Unbranded
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Kategori:
Uddannelse
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Format:
Hardback
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Forlag / Pladeselskab:
CRC Press
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Udgivelsesdato:
2020/11/18
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Kunstner:
Francisco Urdinez
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Sprog:
English
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Antal sider:
460
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Fruugo ID:
337963132-741623134
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ISBN:
9780367818890
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