STAT2008 Regression Modelling Notes | Assignment Help | Syllabus
University: Australian National University
“Regression Modelling is an applied statistics course that looks at how to utilize linear regression methods to look at connections between variables. The iterative process of fitting a model, evaluating the fit to evaluate model flaws and propose other models, and continuing until an acceptable model is achieved emphasizes the concepts of statistical modelling. Model fitting and model evaluation both need the use of a computer: model fitting utilizes a variety of numerical methods, while model assessment relies heavily on graphical representations. The statistical computing program R is used throughout the course.
After successfully completing the course, students will be able to:
Demonstrate a comprehensive knowledge of the R statistical computing language, especially its graphical features;
Fit basic linear regression models, evaluate model parameters, and connect theses to the research issue at hand;
Examine and evaluate the connection between a response variable and a covariate.
Examine and evaluate connections between a response variable and a number of variables.
Assess and improve simple and complex linear regression models using diagnostic measures, such as identifying and discussing the consequences of outlying and influential data points; and
From a variety of competing models, choose and explain a suitable multiple linear regression model.”
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