Reasoning with data: an introduction to traditional and Bayesian statistics using R

Reasoning with data : an introduction to traditional and Bayesian statistics using R Stanton, Jeffrey M.
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.–   Categories:
Computers – Computers – General & Miscellaneous
Year:
2017
Publisher:
The Guilford Press
Language:
english
Pages:
32 337
ISBN 10:
146253029X
ISBN 13:
9781462530298
File:
118 MB