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Understanding Statistics Using R

  • Textbook
  • © 2013

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Overview

Authors:
  1. Randall Schumacker
    1. University of Alabama, Tuscaloosa, USA

  2. Sara Tomek
    1. University of Alabama, Tuscaloosa, USA

  • Provides strong fundamental Background in statistics and probability through simulation exercises
  • Perfect resource for advanced undergraduates and professionals. Anyone who has at least taken one course with experience/knowledge in linear regression
  • R software code utilized throughout for assessment and interpretation of data and data mining exercises ?
  • Includes supplementary material:sn.pub/extras
  • Request lecturer material:sn.pub/lecturer-material

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About this book

This book was written to provide resource materials for teachers to use in their introductory or intermediate statistics class. The  chapter content is ordered along the lines of many popular statistics books so it should be easy to supplement the content and exercises with class lecture materials. 

The book contains R script programs to demonstrate important topics and concepts covered in a statistics course, including probability, random sampling, population distribution types, role of the Central Limit Theorem, creation of sampling distributions for statistics, and more. The chapters contain T/F quizzes to test basic knowledge of the topics covered. In addition, the book chapters contain numerous exercises with answers or solutions to the exercises provided.  The chapter exercises reinforce an understanding of the statistical concepts presented in the chapters. An instructor can select any of the supplemental materials to enhance lectures and/or provide additional coverage of concepts and topics in their statistics book.

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Table of contents (15 chapters)

  1. Front Matter

    Pages i-xvi
  2. R Fundamentals

    • Randall Schumacker, Sara Tomek
    Pages 1-10
  3. Probability

    • Randall Schumacker, Sara Tomek
    Pages 11-41
  4. Statistical Theory

    • Randall Schumacker, Sara Tomek
    Pages 43-53
  5. Frequency Distributions

    • Randall Schumacker, Sara Tomek
    Pages 55-73
  6. Central Tendency and Dispersion

    • Randall Schumacker, Sara Tomek
    Pages 75-105
  7. Statistical Distributions

    • Randall Schumacker, Sara Tomek
    Pages 107-136
  8. Hypothesis Testing

    • Randall Schumacker, Sara Tomek
    Pages 137-168
  9. Chi-Square Test

    • Randall Schumacker, Sara Tomek
    Pages 169-175
  10. z-Test

    • Randall Schumacker, Sara Tomek
    Pages 177-186
  11. t-Test

    • Randall Schumacker, Sara Tomek
    Pages 187-195
  12. F-Test

    • Randall Schumacker, Sara Tomek
    Pages 197-207
  13. Correlation

    • Randall Schumacker, Sara Tomek
    Pages 209-218
  14. Linear Regression

    • Randall Schumacker, Sara Tomek
    Pages 219-228
  15. Replication of Results

    • Randall Schumacker, Sara Tomek
    Pages 229-245
  16. Synthesis of Findings

    • Randall Schumacker, Sara Tomek
    Pages 247-261
  17. Back Matter

    Pages 263-289

Reviews

From the reviews:

“The code is arranged by chapter. It is easy and straight forward to run the code. The chapters have lots of exercises. This is a good book to learn both statistics and R.” (Cats and Dogs with Data, maryannedata.com, March, 2014)

“This book is organized in a methodical manner. … each chapter ends with a sample output so readers can check their own R code and true/false questions to test readers’ knowledge. … this is a well-done book that will be useful for self-learners or specialists in application areas who can use it as a practical source for statistical analysis, as well as the source of R code for libraries.” (Mike Minkoff, Computing Reviews, August, 2013)

"The monograph presents an introductory course on statistics, with numerous illustrations using R. In its 15 chapters, the book covers such topics as R installation, laws of probability, randomness, distributions of various kinds, hypothesis testing, classical Chi-square,z-,t-,andF-tests, correlation and linear regression, resamplingwith jackknife, bootstrap, and cross validation, andmetaanalysis and significance...those who already are familiar with R can find the book useful for an introduction to statistical concepts, with the numerical examples which can be reproduced by the downloaded scripts."
Technometrics 56:1 2014

Authors and Affiliations

  • University of Alabama, Tuscaloosa, USA

    Randall Schumacker, Sara Tomek

About the authors

Randall E. Schumacker is Professor of Educational Research in the Department of Educational Studies in Psychology, Research Methodology & Counseling at the University of Alabama, USA.

Sara Tomek is Assistant Professor of Educational Research in the Department of Educational Studies in Psychology, Research Methodology & Counseling at the University of Alabama, USA. 

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Access this book

eBook JPY 9151
Price includes VAT (Japan)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book JPY 11439
Price includes VAT (Japan)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide -see info
Hardcover Book JPY 14299
Price includes VAT (Japan)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide -see info

Tax calculation will be finalised at checkout

Other ways to access


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