Univariate and multivariate modeling
[DOC File]Multivariate Statistics
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* Raykov, T., & Marcoulides, G. A. (2008). An introduction to applied multivariate analysis. New York: Taylor & Francis. (The chapters on missing data and multilevel modeling of longitudinal data, in particular multivariate multilevel modeling of repeated measure data relate closely to some of our discussions.) *Snijders, T., & R. Bosker (1999).
[DOC File]Data Screening Check List
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Among continuous variables – whether searching for univariate or multivariate outliers the method depends on whether the data is grouped or not. If you are performing analyses with ungrouped data (i.e. regression, canonical correlation, factor analysis, or structural equations modeling) univariate and multivariate outliers are sought among ...
[DOCX File]A MIXED MULTIPLE DISCRETE-CONTINUOUS PROBIT (MDCP) …
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The MDC system takes a MDC probit (MDCP) form in our formulation, while the MC system is quite general and takes the form of a multivariate generalized ordered-response probit (MGORP) model. In particular, we use Castro, Paleti, and Bhat’s (CPB’s) (2011) recasting of a univariate count model as a restricted version of a univariate GORP model.
[DOC File]Alternative Estimation Methods
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If the univariate distributions are nonnormal, then the multivariate distribution will be nonnormal. One can have multivariate nonnormality (i.e., the joint distributions of all the variables is a nonnormal joint distribution) even when all the individual variables are normally distributed (although this is relatively infrequent in practice).
[DOC File]CVEN 4333/5333
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(Univariate and Multivariate) Re-sampling from distribution functions. (Monte-Carlo methods, Bootstrap techniques) 2. Regression (quick recap of parametric linear regression) and. Nonparametric Regression -Local Polynomials. 3. Time Series Problems (Modeling and Forecasting): General Time series frameworks -ARMA(parametric), Bootstrap ...
[DOC File]Assignment 1 - University of Washington
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Most of these findings were by univariate analysis; multivariate modeling showed only rural residence and brush clearing to be significant predictors, both with wide 95% CIs. AGREE/DISAGREE: AGREE. The results are biologically plausible and consistent with other studies on the epidemiology, based on known features of vector tick ecology. ...
[DOCX File]1. INTRODUCTION - University of Central Florida
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Such specification is not feasible within the traditional univariate or multivariate count modeling approaches. The fractional split approach provides an alternative approach toward achieving such an objective. In a fractional split approach, as opposed to modeling the count events, count proportions by different attributes (such as injury ...
[DOC File]Structural Equation Modeling - Purdue University
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Like other multivariate statistical methodologies, most of the estimation techniques used in SEM require multivariate normality. Your data need to be examined for univariate and multivariate outliers. Transformations on the variables can be made. However, there are some estimation methods that do not require normality.
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