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Understanding Statistical Concepts Using S-plus

Autor Randall E. Schumacker, Allen Akers
en Limba Engleză Hardback – 13 sep 2023
Written as a supplemental text for an introductory or intermediate statistics course, this book is organized along the lines of many popular statistics texts. The chapters provide a good conceptual understanding of basic statistics and include exercises that use S-PLUS simulation programs. Each chapter lists a set of objectives and a summary.The book offers a rich insight into how probability has shaped statistical procedures in the behavioral sciences, as well as a brief history behind the creation of various statistics. Computational skills are kept to a minimum by including S-PLUS programs that run the exercises in the chapters. Students are not required to master the writing of S-PLUS programs, but explanations of how the programs work and program output are included in each chapter. S-PLUS is an advanced statistical package that has an extensive library of functions, which offer flexibility in writing customized routines.The S-PLUS functions provide the capability of programming object and dialog windows, which are commonly used in Windows software applications. The S-PLUS program also contains pull-down menus for the statistical analysis of data.A ZIP file containing programs that work in S-PLUS 6.2 for use with this book is available for download from http://www.psypress.com/resources/9780805836233.zip - please note that these scripts will only run in S-PLUS 6.2 and not later versions due to changes in the programming language syntax.
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Specificații

ISBN-13: 9781138436572
ISBN-10: 1138436577
Pagini: 386
Dimensiuni: 216 x 280 mm
Greutate: 1.24 kg
Ediția:1
Editura: Taylor & Francis
Colecția Psychology Press
Locul publicării:Oxford, United Kingdom

Public țintă

Professional

Recenzii

"A particularly useful feature of each chapter is the summary, which, in a succinct fashion, lists the concepts to be mastered."
CHOICE
"With the inclusion of S-Plus script files, their book [Schumacker/Akers] is intended to help students understand the statistical concepts covered in the classroom and in the primary textbook, as well as to introduce them to the S-Plus statistical software".
The American Statistician
"This book is a beginning statistics text that contains many S-Plus routines which have been supplied on an accompanying CD. The book is a potential vehicle for learning S-Plus by means of the hands-on approach of understanding the many existing routines."
Journal of Mathematics Psychology

Cuprins

PREFACEACKNOWLEDGMENTSPART I:INTRODUCTION AND STATISTICAL THEORY1. Statistical Theory2. Generating Random Numbers3. Frequency Distributions4. Stem and Leaf Plots5. Population Distributions6. Measures of Central Tendency7. Measures of Dispersion8. Sample Size Effects9. Tchebysheff Inequality Theorem10. Normal Bell-Shaped CurvePART II:PROBABILITY AND PROBABILITY DISTRIBUTIONS11. Probability12. Joint Probability13. Addition Law of Probability14. Multiplication Law of Probability15. Conditional Probability16. Combinations and PermutationsPART III:MONTE CARLO AND STATISTICAL DISTRIBUTIONS17. Binomial Distribution18. Monte Carlo Simulation19. Normal Distribution20. t Distribution21. Chi-square distribution22. F DistributionPART IV:SAMPLING AND INFERENCE23. Sampling Distributions24. Central Limit Theorem25. Confidence Intervals26. Hypothesis Testing27. Type I Error28. Type II Error PART V:HYPOTHESIS TESTING IN RESEARCH29.z test statistic for proportions30.Chi-square test statistic31.t Test for Mean Differences32.Analysis of Variance33.Correlation34.Linear RegressionPART VI:REPLICABILITY OF FINDINGS35.Cross Validation36.Jackknife37.Bootstrap38.Meta-Analysis39.Significance Testing vs. Practical ImportanceGLOSSARY OF TERMSABOUT THE AUTHORSAPPENDIXANSWERS TO CHAPTER EXERCISESAUTHOR INDEXSUBJECT INDEX

Descriere

Written as a supplemental text for an introductory or intermediate statistics course, this work includes chapters that provide a conceptual understanding of basic statistics and includes exercises that use S-PLUS simulation programmes.