From Data to Decisions in Music Education Research: Data Analytics and the General Linear Model Using R
- Author: Wesolowski, Brian C.
Book
$69.25Printed on demand
Contents
- List of Figures
- Preface
- Section I. Fundamentals and Principles of the R Programming Language
- Chapter 1. The R Programming Environment
- Chapter 2. Data Types and Data Structures
- Section II. Data Wrangling Techniques
- Chapter 3. Data Preprocessing and Data Manipulation
- Chapter 4. Data Aggregation
- Section III. Descriptive Analytics and Exploratory Data Analysis Techniques
- Chapter 5. Summary Operations
- Chapter 6: Data Visualization
- Section IV. Diagnostic Analytics and Data Mining Techniques
- Chapter 7: Normality Assessment and Anomaly Detection
- Chapter 8: Data Re-Expression Techniques
- Chapter 9: Covariance and Correlation
- Section V. Predictive Analytics and the General Linear Model
- Chapter 10: The Mean Model and Simple Linear Regression
- Chapter 11: Multiple Linear Regression
- Chapter 12: Special Cases of the General Linear Model
- Chapter 13: Model Diagnostics
- Index