Understanding Statistical Concepts Using S-plus
Autor Randall E. Schumacker, Allen Akersen Limba Engleză Hardback – 13 sep 2023
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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
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
ProfessionalRecenzii
"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
—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.