Using R with Multivariate Statistics - Randall E. Schumacker

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Auteur(s) : Randall E. Schumacker

Editeur : Sage Pubn

Langue : Anglais

Parution : 01/07/2015

Format : Moyen, de 350g à 1kg

Nombre de pages : 408

Expédition : 707

Dimensions : 23.1 x 18.7 x 2.5

ISBN : 1483377962

Résumé :

Biographie:

Sommaire:
Preface Acknowledgments About the Author 1. Introduction and Overview Background Persons of Interest Factors Affecting Statistics R Software Web Resources References 2. Multivariate Statistics: Issues and Assumptions Issues Assumptions SPSS Check Summary 3. Hotelling's T2 : A Two-Group Multivariate Analysis Overview Univariate Versus Multivariate Hypothesis Practical Examples Using R Power and Effect Size Reporting and Interpreting Exercises 4. Multivariate Analysis of Variance MANOVA Assumptions MANOVA Example: One-Way Design MANOVA Example: Factorial Design Effect Size 5. Multivariate Analysis of Covariance Multivariate Analysis of Covariance Propensity Score Matching 6. Multivariate Repeated Measures Advantages of Repeated Measure Design Multivariate Repeated Measure Examples Reporting and Interpreting Results 7. Discriminant Analysis Dichotomous Dependent Variable Polytomous Dependent Variable 8. Canonical Correlation R Packages Canonical Correlation Example 9. Exploratory Factor Analysis Types of Factor Analysis Factor Analysis Versus Principal Components Analysis EFA Example Appendix: Attitudes Toward Educational Research Scale 10. Principal Components Analysis Basics of Principal Components Analysis Principal Component Example 11. Multidimensional Scaling Goodness-of-Fit Index MDS Metric Example MDS Nonmetric Example 12. Structural Equation Modeling Equal Variance-Covariance Matrices Correlation Versus Covariance Matrix CFA Models Structural Equation Models Statistical Tables Table 1: Areas Under the Normal Curve (z Scores) Table 2: Distribution of t for Given Probability Levels Table 3: Distribution of r for Given Probability Levels Table 4: Distribution of Chi-Square for Given Probability Levels Table 5: The F Distribution for Given Probability Levels (.05 Level) Table 6: The Distribution of F for Given Probability Levels (.01 Level) Table 7: Distribution of Hartley F for Given Probability Levels Chapter Answers R Installation and Usage R Packages, Functions, Data Sets, and Script Files Index