Statistics in Kinesiology

Höfundur Joseph P. Weir; William J. Vincent

Útgefandi Human Kinetics Publishers

Snið ePub

Print ISBN 9781492560715

Útgáfa 5

Útgáfuár 2021

4.790 kr.

Description

Efnisyfirlit

  • Title Page
  • Copyright
  • Dedication
  • Contents
  • Preface
  • Acknowledgments
  • List of Key Symbols
  • Chapter 1. Measurement, Statistics, and Research
  • What Is Measurement?
  • Process of Measurement
  • Variables and Constants
  • Research Design and Statistical Analysis
  • Statistical Inference
  • Summary
  • Chapter 2. Organizing and Displaying Data
  • Organizing Data
  • Displaying Data
  • Summary
  • Chapter 3. Percentiles
  • Common Percentile Divisions
  • Calculations Using Percentiles
  • Summary
  • Chapter 4. Measures of Central Tendency
  • Mode
  • Median
  • Mean
  • Relationships Among the Mode, Median, and Mean
  • Logarithmic Transformations and the Geometric Mean
  • Summary
  • Chapter 5. Measures of Variability
  • Range
  • Interquartile Range
  • Variance
  • Standard Deviation
  • Definition Method of Hand Calculations
  • Calculating Standard Deviation for a Sample
  • Coefficient of Variation
  • Standard Deviation and Normal Distribution
  • Graphical Depiction of the Standard Deviation
  • Summary
  • Chapter 6. The Normal Curve
  • Z Scores
  • Standard Scores
  • Probability and Odds
  • Calculating Skewness and Kurtosis
  • Summary
  • Chapter 7. Fundamentals of Statistical Inference
  • Predicting Population Parameters Using Statistical Inference
  • Estimating Sampling Error
  • Frequentist Versus Bayesian Inference
  • Levels of Confidence, Confidence Intervals, and Probability of Error
  • An Example Using Statistical Inference
  • Statistical Hypothesis Testing
  • Type I and Type II Error
  • Degrees of Freedom
  • Living With Uncertainty
  • Two- and One-Tailed Tests
  • Applying Confidence Intervals
  • Summary
  • Chapter 8. Correlation and Bivariate Regression
  • Correlation
  • Calculating the Correlation Coefficient
  • Bivariate Regression
  • Homoscedasticity
  • Summary
  • Chapter 9. Multiple Correlation and Multiple Regression
  • Multiple Correlation
  • Partial Correlation
  • Multiple Regression
  • Summary
  • Chapter 10. The t Test: Comparing Means From Two Sets of Data
  • The t Tests
  • Types of t Tests
  • Magnitude of the Difference (Size of Effect)
  • Determining Power and Sample Size
  • The t Test for Proportions
  • Summary
  • Chapter 11. Simple Analysis of Variance: Comparing the Means Among Three or More Sets of Data
  • Assumptions in ANOVA
  • Sources of Variance
  • Calculating F: The Definition Method
  • Determining the Significance of F
  • Post Hoc Tests
  • Magnitude of the Treatment (Size of Effect)
  • Summary
  • Chapter 12. Analysis of Variance With Repeated Measures
  • Assumptions in Repeated Measures ANOVA
  • Calculating Repeated Measures ANOVA
  • Correcting for Violations of the Assumption of Sphericity
  • Post Hoc Tests
  • Confidence Intervals and Effect Sizes
  • Interpreting the Results
  • Summary
  • Chapter 13. Quantifying Reliability
  • Intraclass Correlation Coefficient
  • Standard Error of Measurement
  • Summary
  • Chapter 14. Factorial Analysis of Variance
  • A Between–Between Example
  • A Between–Within Example
  • A Within–Within Example
  • Summary
  • Chapter 15. Analysis of Covariance
  • Relationship Between ANOVA and Regression
  • ANCOVA and Statistical Power
  • Assumptions in ANCOVA
  • The Pretest–Posttest Control Group Design
  • Pairwise Comparisons
  • Summary
  • Chapter 16. Analysis of Nonparametric Data
  • Chi-Square (Single Classification)
  • Chi-Square (Two or More Classifications)
  • Rank Order Correlation
  • Mann-Whitney U Test
  • Kruskal-Wallis ANOVA for Ranked Data
  • Friedman’s Two-Way ANOVA by Ranks
  • Summary
  • Chapter 17. Clinical Measures of Association
  • Relative Risk
  • Odds Ratio
  • Diagnostic Testing
  • Summary
  • Chapter 18. Advanced Statistical Procedures
  • Multilevel Modeling
  • Meta-Analysis
  • Multiple Analysis of Variance
  • Factor Analysis
  • Discriminant Analysis
  • Summary
  • Appendix: Statistical Tables
  • Glossary
  • References
  • Index
  • About the Authors
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