Correlation and Regression Analysis

VOLUME ONE: REGRESSION AND ITS CORRELATIONAL FOUNDATIONS AND CONCOMITANTS Report on Certain Enteric Fever Inoculation Statistics - Karl Pearson A Statistical Note on Karl Pearson's 1904 Meta-Analysis - Harry Shannon An Historical Note on Zero Correlation and Independence - Herbert David Spurious Correlation - Herbert Simon A Causal Interpretation r equivalent, Meta-Analysis and Robustness - Andrew Gilpin An Empirical Examination of Rosenthal and Rubin's Effect-Size Indicator Multiple Correlation versus Multiple Regression - Carl Huberty Regression to the Mean, Murder Rates and Shall-Issue Laws - Patricia Grambsch A Regression Paradox for Linear Models - Aiyou Chen, Thomas Bengtsson and Tin Kam Ho Sufficient Conditions and Relation to Simpson's Paradox Sample Sizes When Using Multiple Linear Regression for Prediction - Gregory Knofczynski and Daniel Mundfrom Confidence Intervals for and Effect Size Measures in Multiple Linear Regression - James Algina, H Joanne Keselman and Randall Penfield History and Use of Relative Importance Indices in Organizational Research - Jeff Johnson and James LeBreton Variable Importance Assessment in Regression - Ulrike Gromping Linear Regression versus the Random Forest VIF Regression - Dongyu Lin, Dean Foster and Lyle Ungar A Fast Regression Algorithm for Large Data Graphical Views of Suppression and Multicollinearity in Multiple Linear Regression - Lynn Friedman and Melanie Wall Modern Insights about Pearson's Correlation and Least Squares Regression - Rand Wilcox LINEAR REGRESSION DESIGNS AND MODEL-BUILDING Multiple Regression as a General Data-Analytic System - Jacob Cohen Multiple Regression Analyses in Clinical Child and Adolescent Psychology - James Jaccard et al Methodologist as Arbitrator - Stephen Morgan Five Models for Black-White Differences in the Causal Effect of Expectations on Attainment Multivariate Regression Analysis for the Item-Count Technique - Kosuke Imai Testing for Threshold Effects in Regression Models - Sokbae Lee, Myung Hwan Seo and Youngki Shin Robust Inference with Multiway Clustering - A Colin Cameron, Jonah Gelbach and Douglas Miller An Introduction to Ensemble Methods for Data Analysis - Richard Berk Sparse Partial Least Squares Regression for Online Variable Selection with Multivariate Data Streams - Brian McWilliams and Giovanni Montana VOLUME TWO: FACTOR ANALYSIS, REGRESSION DIAGNOSTICS, AND MODEL BUILDING INHERENTLY NON-LINEAR MODELS: LOG-LINEAR MODELS AND PROBIT AND LOGISTIC REGRESSION Confronting Sociological Theory with Data - Bernice Pescosolido and Jonathan Kelley Regression Analysis, Goodman's Log-Linear Models and Comparative Research Suppression and Confounding in Action - Henry Lynn Explained Variance in Logistic Regression - Alfred DeMaris A Monte Carlo Study of Proposed Measures Co-Efficients of Determination in Logistic Regression Models - A New Proposal - Tue Tjur The Co-Efficient of Discrimination A Graphical Method for Assessing the Fit of a Logistic Regression Model - Iain Pardoe and R Dennis Cook Determining the Relative Importance of Predictors in Logistic Regression - Scott Tonidandel and James LeBreton An Extension of Relative Weight Analysis Loss of Power in Logistic, Ordinal Logistic and Probit Regression When an Outcome Variable Is Coarsely Categorized - Aaron Taylor, Stephen West and Leona Aiken Using Heterogeneous Choice Models to Compare Logit and Probit Co-Efficients across Groups - Richard Williams Large-Scale Regression-Based Pattern Discovery - Ola Caster et al The Example of Screening the WHO Global Drug Safety Database Modeling Local Non-Linear Correlations Using Subspace Principal Curves - Chandan Reddy and Mohammad Aziz A Primer for Social Worker Researchers on How to Conduct a Multinomial Logistic Regression - Carrie Petrucci The Effect of Childhood Maltreatment on Adult Criminality - Andrew Grogan-Kaylor and Melanie Otis A Tobit Regression Analysis MULTILEVEL REGRESSION MODELING (MLM) Multiple-Level Regression Analysis of Survey and Ecological Data - Theodor Harder and Franz Urban Pappi Broadening the Scope of Regression Analysis - Robert Bickel Multilevel Modeling - Jeffrey Kahn Overview and Applications to Research in Counseling Psychology Acceptance of Other Religions in the United States - Buster Smith An HLM Analysis of Variability across Congregations Multilevel Modeling of Social Segregation - George Leckie et al A New Approach for Estimating a Non-Linear Growth Component in Multilevel Modeling - Asko Tolvanen et al Addressing Data Sparseness in Contextual Population Research - Philippa Clarke and Blair Wheaton Using Cluster Analysis to Create Synthetic Neighborhoods Effect Sizes in Three-Level Cluster-Randomized Experiments - Larry Hedges VOLUME THREE: DATA TRANSFORMATIONS, CURVILINEAR REGRESSION, AND LOGISTIC AGGRESSION EXPLORATORY AND CONFIRMATORY FACTOR ANALYSIS Multiple Factor Analysis - L L Thurstone Use of Exploratory Factor Analysis in Published Research - Robin Henson and J Kyle Roberts Common Errors and Some Comment on Improved Practice The Quality of Factor Solutions in Exploratory Factor Analysis - Kristine Hogarty et al The Influence of Sample Size, Communality and Over-Determination Monte Carlo Experiments - Pamela Paxton et al Design and Implementation Rotation Criteria and Hypothesis-Testing for Exploratory Factor Analysis - Thomas Schmitt and Daniel Sass Implications for Factor Pattern Loadings and Inter-Factor Correlations Current Methodological Considerations in Exploratory and Confirmatory Factor Analysis - Thomas Schmitt Reporting Practices in Confirmatory Factor Analysis - Dennis Jackson, J Arthur Gillaspy and Rebecca Purc-Stephenson An Overview and Some Recommendations The Desirability of Using Confirmatory Factor Analysis on Published Scales - Timothy Levine et al Measurement Invariance of Personality Traits from a Five-Factor Model Perspective - J Petter Gustavsson et al Multigroup Confirmatory Factor Analyses of the HP5 Inventory Comparing Groups on Latent Variables - Dimiter Dimitrov A Structural Equation Modeling Approach Higher Order Factor Structure of a Self-Control Test - David Flora, Eli Finkel and Vangie Foshee Evidence from Confirmatory Factor Analysis with Polychoric Correlations Confirmatory Factor Analysis with Different Correlation Types and Estimation Methods - Randall Schumacker and Susan Beyerlein Latent Class Models in Social Work - Susan Neely-Barnes Regression Mixture Models of Alcohol Use and Risky Sexual Behavior among Criminally Involved Adolescents - Sarah Schmiege, Michael Levin and Angela Bryan VOLUME FOUR: MULTI-LEVEL REGRESSION MODELING, STRUCTURAL EQUATION MODELING AND MIXED REGRESSION STRUCTURAL EQUATION MODELING (SEM) AND LATENT CLASS MODELING Correlation and Causation - Sewall Wright Can Scientifically Useful Hypotheses Be Tested with Correlations? - Peter Bentler Latent Variables in Psychology and the Social Sciences - Kenneth Bollen A General Method for Analysis of Covariance Structures - Karl Gustav Joreskog Estimation in SEM - John Ferron and Melinda Hess A Concrete Example The General Linear Model as Structural Equation Modeling - James Graham Advanced Applications of Structural Equation Modeling in Counseling Psychology Research - Matthew Martens and Richard Haase Applications of Structural Equation Modeling in Psychological Research - Robert MacCallum and James Austin Using Structural Equation Modeling with Forensic Samples - Jeffrey Meehan and Gregory Stuart Introduction to Structural Equation Modeling - Pul-Wa Lei and Qiong Wu Issues and Practical Considerations Structural Equation Modeling - Jodie Ullman Reviewing the Basics and Moving forward The Presence of Equivalent Models in Strategic Management Research Using Structural Equation Modeling - Amy Henley, Christopher Shook and Mark Peterson Assessing and Addressing the Problem Missing Data Techniques for Structural Equation Modeling - Paul Allison Working with Missing Values - Alan Acock Modeling Strategies - Kenneth Bollen In Search of the Holy Grail On Tests and Indices for Evaluating Structural Models - Peter Bentler The Reliability Paradox in Assessing Structural Relations within Covariance Structure Models - Gregory R Hancock and Ralph O Mueller Moderation and Mediation in Structural Equation Modeling - Christopher Hopwood Applications for Early Intervention Research Methods for Integrating Moderation and Mediation - Jeffrey Edwards and Lisa Lambert A General Analytical Framework Using Moderated Path Analysis Latent Variable Interaction Modeling - Randall Schumaker Structural Equation Models of Latent Interactions - Guan-Chyun Lin et al Clarification of Orthogonalizing and Double-Mean-Centering Strategies Parenting Efficacy and the Early School Adjustment of Poor and Near-Poor Black Children - Aurora Jackson, Jeong-Kyun Choi and Peter Bentler Neighborhood Social Disorganization, Families and the Educational Behavior of Adolescents - Natasha Bowen, Gary Bowen and William Ware Intervention Effects on College Performance and Retention as Mediated by Motivational, Emotional and Social Control Factors - Steven Robbins et al Integrated Meta-Analytic Path Analyses