Brian C. Wesolowski

From Data to Decisions in Music Education Research (eBook, ePUB)

Data Analytics and the General Linear Model Using R

• Format: ePub

Produktbeschreibung

From Data to Decisions in Music Education Research provides a structured and hands-on approach to working with empirical data in the context of music education research.

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Produktdetails

• Verlag: Taylor & Francis eBooks
• Seitenzahl: 520
• Erscheinungstermin: 22. Februar 2022
• Englisch
• ISBN-13: 9781000534764
• Artikelnr.: 63494326

Autorenporträt

Brian C. Wesolowski is an Associate Professor of Music Education at the University of Georgia. He received his PhD from the University of Miami, Coral Gables, FL.

Inhaltsangabe

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

References

Index