Factor analysis and dimension reduction in R : a social scientist's toolkit /: a social scientist's toolkit. (2022)

• Record Type: Book
• Further Information: Note: G. David Garson.
• Authors: Garson, G. David
• Contents: PART I: MULTIVARIATE ANALYSIS OF FACTORS AND COMPONENTSChapter 1: Factor Analysis: Purposes and Research Questions Chapter 2: Dealing with the Assumptions and Limitations of Factor AnalysisChapter 3: Fundamental Concepts and Functions in Factor AnalysisChapter 4: Quick Start: Principal Axis Factoring (FA) in RChapter 5: Quick Start: Confirmatory Factor Analysis in RChapter 6. Quick Start: Principal Components Analysis (PCA) in RChapter 7: Oblique and Higher Order Factor ModelsChapter 8: Factor Analysis for Binary, Ordinal, and Mixed DataChapter 9: FA in Greater DetailChapter 10: PCA in Greater DetailPART II: ADDITIONAL TOOLS FOR DIMENSION REDUCTION Chapter 11: Sixteen Additional Methods for Dimension Reduction (DimRed)Chapter 12: Metrics for Comparing and Evaluating Dimension Reduction ModelsChapter 13: Recipes: An Alternative System for Dimension ReductionChapter14: Factor Analysis for Neural ModelsChapter 15: Factor Analysis for Time Series DataAPPENDICESI. Datasets used in this volume2. Introduction to R and RStudio
• Edition: 1st
• Publisher Details: London : Routledge
• Publication Date: 2022
• Extent: 1 online resource
• Subjects: 519.54028553; Social sciences -- Statistical methods; Factor analysis; Social sciences -- Mathematical models; Social sciences -- Data processing; R (Computer program language)
• Languages: English
• ISBNs: 9781000810592; 9781000810554
• Related ISBNs: 9781032246680; 9781032246697
• Notes: Note: Includes bibliographical references and index.; 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.