GLM Multivariate, MANOVA, & Canonical Correlation 2015 (Statistical Associates Blue Book Series 11)

GLM Multivariate, MANOVA, & Canonical Correlation 2015 (Statistical Associates Blue Book Series 11)

GLM MULTIVARIATE, MANOVA, & CANONICAL CORRELATION Overview<br /><br />An illustrated tutorial and introduction to multivariate general linear models, MANOVA, MANCOVA, and linear and nonlinear canonical correlation, using SPSS, SAS, and Stata for examples. Suitable for introductory graduate-level study.<br /><br />The 2015 edition is a major update to the 2012 edition. Among the new features are these:<br /><br />* Was 59 pages, now book length (270 pages total)<br />* Has over 130 new illustrations<br />* Now covers Stata and SAS as well as SPSS<br />* Shows commands and options needed for similar results across packages.<br />* Totally revised with new examples<br />* New coverage detailing assumptions and testing for them.<br />* New coverage of 29 Frequently Asked Questions.<br />* New coverage of nonliner canonical correlation.<br />* Links to all datasets used in the text. <br /><br />Below is the unformatted table of contents.<br /><br />MULTIVARIATE GLM, MANOVA, AND MANCOVA1<br />Data examples for MANOVA10<br />MANOVA & MANCOVA10<br />GLM in statistics packages12<br />SPSS12<br />SAS12<br />Stata12<br />Key coefficients in multivariate GLM13<br />F tests13<br />t tests13<br />Partial eta-square14<br />R-Square14<br />Omega-square14<br />Multivariate GLM in SPSS15<br />SPSS input15<br />The main multivariate GLM dialog15<br />The Model dialog16<br />The Options dialog18<br />The Contrasts dialog19<br />The Plots dialog20<br />The Save dialog21<br />The Post hoc dialog22<br />The Bootstrap dialog23<br />SPSS syntax24<br />SPSS output25<br />Multivariate significance tests25<br />Significance tests of between-subjects effects (F tests)28<br />Parameter estimates30<br />Differences in statistical inference32<br />Lack of fit tests32<br />Spread-versus-level plots36<br />Residual plots38<br />Outlier diagnostics40<br />Analysis of covariance40<br />Estimated marginal means40<br />Profile plots43<br />Pairwise comparison tables46<br />Multiple comparison and post-hoc tests48<br />Contrast tests50<br />Multivariate GLM in SAS53<br />SAS input53<br />SAS Output55<br />Multivariate significance tests55<br />Significance tests of between-subjects effects56<br />Parameter Estimates60<br />Lack of fit tests61<br />Spread-versus-level plots61<br />Residual plots63<br />Outlier diagnostics68<br />Analysis of covariance73<br />Estimated marginal means74<br />Profile Plots75<br />Pairwise comparison tables76<br />Multiple comparison and post-hoc tests80<br />Contrast tests82<br />Multivariate GLM in Stata85<br />Stata input85<br />Stata output87<br />Multivariate significance tests87<br />Significance tests of between-subjects effects (F tests)89<br />Parameter Estimates91<br />Lack of fit tests91<br />Spread-versus-level plots91<br />Residual plots95<br />Outlier diagnostics101<br />Analysis of covariance108<br />Estimated marginal means110<br />Profile Plots111<br />Pairwise comparison tables113<br />Multiple comparison and post-hoc tests115<br />Contrast tests119<br />GLM multivariate assumptions123<br />Measurement level123<br />Observations are independent of one another123<br />Random sampling124<br />Homogeneity of error variances124<br />Levene's test125<br />SPSS126<br />SAS127<br />Stata128<br />Homogeneity of regressions130<br />Overview130<br />SPSS131<br />SAS132<br />Stata133<br />Homogeneity of covariances135<br />Box's M test135<br />SPSS136<br />SAS137<br />Stata138<br />Sphericity139<br />Bartlett's test of sphericity139<br />SPSS140<br />SAS141<br />Stata142<br />Low measurement error of the covariates142<br />Similar group sizes143<br />Adequate group sizes143<br />Appropriate sums of squares143<br />SPSS144<br />SAS144<br />Stata144<br />Random normal residuals145<br />Linearity145<br />Multivariate normal distribution145<br />No outliers146<br />GLM frequently asked questions146<br />Why can't I just use multiple univariate ANOVA tests rather than MANOVA?146<br />How do I write up the results of my MANOVA analysis?147<br />How many dependent variables can I have in MANOVA?148<br />Can I enter just one dependent variable in MANOVA?149<br />Is there a limit on the number of covariates which can be included in a multiple analysis of variance?149<br />Explain the syntax for MANOVA in SPSS149<br />What is analysis of residuals for in MANOVA150<br />AND 120 MORE PAGES OF TOPICS