Multivariate Analysis for the Behavioral Sciences 2nd Edition by Kimmo Vehkalahti, Brian S Everitt ISBN 0815385153 978-0815385158

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Product details:

ISBN 10: 0815385153 

ISBN 13: 978-0815385158

Author: Kimmo Vehkalahti, Brian S. Everitt

 Multivariate Analysis for the Behavioral Sciences, Second Edition is designed to show how a variety of statistical methods can be used to analyse data collected by psychologists and other behavioral scientists. Assuming some familiarity with introductory statistics, the book begins by briefly describing a variety of study designs used in the behavioral sciences, and the concept of models for data analysis. The contentious issues of p-values and confidence intervals are also discussed in the introductory chapter.
After describing graphical methods, the book covers regression methods, including simple linear regression, multiple regression, locally weighted regression, generalized linear models, logistic regression, and survival analysis. There are further chapters covering longitudinal data and missing values, before the last seven chapters deal with multivariate analysis, including principal components analysis, factor analysis, multidimensional scaling, correspondence analysis, and cluster analysis.

Table of contents:

1 Data, Measurement, and Models 

2 Looking at Data 

3 Simple Linear and Locally Weighted Regression 

4 Multiple Linear Regression 

5 Generalized Linear Models 

6 Applying Logistic Regression 

7 Survival Analysis 

8 Analysis of Longitudinal Data I: Graphical Displays and Summary Measure Approach 

9 Analysis of Longitudinal Data II: Linear Mixed Effects Models for Normal Response Variables 

10 Analysis of Longitudinal Data III: Non-Normal Responses 

11 Missing Values 

12 Multivariate Data and Multivariate Analysis 

13 Principal Components Analysis

14 Multidimensional Scaling and Correspondence Analysis 

15 Exploratory Factor Analysis 

16 Confirmatory Factor Analysis and Structural Equation Models 

17 Cluster Analysis 

18 Grouped Multivariate Data

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Tags: Kimmo Vehkalahti, Brian S Everitt, Multivariate Analysis, Behavioral Sciences