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Department of Mathematical Sciences, Unit Catalogue 2010/11


MA20227: Statistics 2B

Click here for further information Credits: 6
Click here for further information Level: Intermediate
Click here for further information Period: This unit is available in...
Semester 2
Click here for further information Assessment: CW25EX75
Click here for further informationSupplementary Assessment: Supplementary assessment information not currently available (this will be added shortly)
Click here for further information Requisites: Before taking this unit you must take MA20226 or equivalent units from MA10001 - MA10006. You may not take this unit if you have already taken MA20035.
Click here for further information Description: Aims:
Introduce the principles of building and analysing linear models, introduce the principles of statistical modelling.

Learning Outcomes:
After taking this unit, students should be able to:
* Carry out analyses using linear Gaussian models, including regression and ANOVA.
* Manipulate joint, marginal and conditional distributions.
* Represent normal linear models in vector and matrix form.

Skills:
Numeracy T/F A
Problem Solving T/F A
Computing Skills T/F A
Written and Spoken Communication F (in tutorials).

Content:
Regression: Estimation of model parameters, tests and confidence intervals, prediction intervals, polynomial and multiple regression. One-way analysis of variance (ANOVA): One-way classification model. Main effects and interaction, parameter estimation, F- and t-tests. Use of residuals to check model assumptions: probability plots, identification and treatment of outliers.
Multivariate distributions: expectation and variance-covariance matrix of a random vector; statement of properties of the bivariate and multivariate normal distribution. The general linear model: Vector and matrix notation. examples of the design matrix for regression and ANOVA, least squares estimation, internally and externally studentised residuals.
NB. Programmes and units are subject to change at any time, in accordance with normal University procedures.