From data to decisions in music education research : data analytics and the general linear model using R /: data analytics and the general linear model using R. (2022)

• Record Type: Book
• Further Information: Note: Brian C. Wesolowski.
• Authors: Wesolowski, Brian C
• 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 References Index
• Edition: 1st
• Publisher Details: London : Routledge
• Publication Date: 2022
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 780.71; Music -- Instruction and study -- Research; Music -- Instruction and study -- Statistical methods; R (Computer program language)
• Languages: English
• ISBNs: 9781000534764; 9781000534672; 9781003200475
• Related ISBNs: 9781032060521; 9781032060491
• Notes: Note: Description based on CIP data; resource not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.