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harlow lisa l. - the essence of multivariate thinking

The Essence of Multivariate Thinking Basic Themes and Methods




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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Routledge

Pubblicazione: 07/2023
Edizione: Edizione nuova, 3° edizione





Note Editore

Focusing on the underlying themes that run through most multivariate methods, in this fully updated 3rd edition of The Essence of Multivariate Thinking Dr. Harlow shares the similarities and differences among multiple multivariate methods to help ease the understanding of the basic concepts. The book continues to highlight the main themes that run through just about every quantitative method, describing the statistical features in clear language. Analyzed examples are presented in 12 of the 15 chapters, showing when and how to use relevant multivariate methods, and how to interpret the findings both from an overarching macro- and more specific micro-level approach that includes focus on statistical tests, effect sizes and confidence intervals. This revised 3rd edition offers thoroughly revised and updated chapters to bring them in line with current information in the field, the addition of R code for all examples, continued SAS and SPSS code for seven chapters, two new chapters on structural equation modeling (SEM) on multiple sample analysis (MSA) and latent growth modeling (LGM), and applications with a large longitudinal dataset in the examples of all methods chapters. Of interest to those seeking clarity on multivariate methods often covered in a statistics course for first-year graduate students or advanced undergraduates, this book will be key reading and provide greater conceptual understanding and clear input on how to apply basic and SEM multivariate statistics taught in psychology, education, human development, business, nursing, and other social and life sciences.




Sommario

I. OVERVIEW Chapter 1: Introduction and Multivariate Themes Chapter 2: Background Themes II. INTERMEDIATE MULTIVARIATE METHODS WITH ONE CONTINUOUS OUTCOME Chapter 3: Multiple Regression Chapter 4: Analysis of Covariance III. MULTIVARIATE GROUP METHODS WITH CATEGORICAL VARIABLE(S) Chapter 5. Multivariate Analysis of Variance Chapter 6: Discriminant Function Analysis Chapter 7: Logistic Regression IV. MULTIVARIATE DIMENSIONAL METHODS WITH CONTINUOUS VARIABLES Chapter 8: Principal Components and Factor Analysis V: STRUCTURAL EQUATION MODELING Chapter 9: Structural Equation Modeling Chapter 10: Path Analysis Chapter 11: Confirmatory Factor Analysis Chapter 12: Latent Variable Modeling Chapter 13: Multiple Sample Analysis Chapter 14: Latent Growth Modeling VI: SUMMARY Chapter 15: Integration of Multivariate Methods




Autore

Lisa L. Harlow is a professor emerita of psychology at the University of Rhode Island, USA










Altre Informazioni

ISBN:

9780367219703

Condizione: Nuovo
Collana: Multivariate Applications Series
Dimensioni: 10 x 7 in Ø 1.85 lb
Formato: Copertina rigida
Illustration Notes:34 b/w images, 138 tables, 20 halftones and 14 line drawings
Pagine Arabe: 344
Pagine Romane: xxiv


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