units

EPM5009

Faculty of Medicine, Nursing and Health Sciences

18 September 2017 22 November 2024

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This unit entry is for students who completed this unit in 2016 only. For students planning to study the unit, please refer to the unit indexes in the the current edition of the Handbook. If you have any queries contact the managing faculty for your course or area of study.

Monash University

6 points, SCA Band 2, 0.125 EFTSL

Postgraduate - Unit

Refer to the specific census and withdrawal dates for the semester(s) in which this unit is offered.

Faculty

Medicine, Nursing and Health Sciences

Organisational Unit

Department of Epidemiology and Preventive Medicine

Coordinator(s)

Dr Mark Jones

Offered

Alfred Hospital

Synopsis

This unit will explore biostatistical applications of generalised linear models with an emphasis on underlying theoretical issues, and practical interpretation of the results of fitting these models. Relevant methods for 2 x 2 and 2 x k tables extended into logistic regression for a binary outcome as a special case of generalised linear modelling. Measures of association and modelling techniques for ordinal outcomes. Methods for analysing count data. Techniques for dealing with matched data e.g. from case control studies.

Outcomes

Upon successful completion of this unit, students should be able to:

  1. Understand the major theoretical aspects of generalised linear models.
  2. Appreciate regression modelling strategies for generalised linear models.
  3. Including estimation issues, choice of models, prediction and goodness of fit of a selected model.
  4. Be proficient in the analysis of binary outcome data, either form a standard study design or from a matched study design.
  5. Be capable of analysing ordered and unordered categorical outcomes using simple measures of association and complex regression models.
  6. Be capable of analysing count data whether it satisfies standard distributional assumptions or whether it is over dispersed.

Assessment

3 x Written assignments (35%, 35%, 30%)

Chief examiner(s)

Professor Andrew Forbes

Prerequisites

EPM5002, EPM5003, EPM5014, MPH5040.

Co-requisites

EPM5004.

Prohibitions

This unit is only available to students enrolled in the Graduate Certificate, Graduate Diploma or Masters of Biostatistics.

Additional information on this unit is available from the faculty at:

http://www.med.monash.edu.au/epidemiology/pgrad