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Reasoning with Data - An Introduction to Traditional and Bayesian Statistics Using R (Paperback, Annotated edition)
Loot Price: R1,341
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Reasoning with Data - An Introduction to Traditional and Bayesian Statistics Using R (Paperback, Annotated edition)
Expected to ship within 12 - 17 working days
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Engaging and accessible, this book teaches readers how to use
inferential statistical thinking to check their assumptions, assess
evidence about their beliefs, and avoid overinterpreting results
that may look more promising than they really are. It provides
step-by-step guidance for using both classical (frequentist) and
Bayesian approaches to inference. Statistical techniques covered
side by side from both frequentist and Bayesian approaches include
hypothesis testing, replication, analysis of variance, calculation
of effect sizes, regression, time series analysis, and more.
Students also get a complete introduction to the open-source R
programming language and its key packages. Throughout the text,
simple commands in R demonstrate essential data analysis skills
using real-data examples. The companion website provides annotated
R code for the book's examples, in-class exercises, supplemental
reading lists, and links to online videos, interactive materials,
and other resources. Pedagogical Features *Playful, conversational
style and gradual approach; suitable for students without strong
math backgrounds. *End-of-chapter exercises based on real data
supplied in the free R package. *Technical explanation and
equation/output boxes. *Appendices on how to install R and work
with the sample datasets.
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