NMAK11005U Discrete Models (DisMod)
MSc Programme in Statistics
Introduction to and analysis of a number of statistical models for discrete response variables: contingency tables, loglinear models, graphical models, smooth hypotheses in the multinomial distribution, Poisson regression, logistic regression and proportional-odds models, survey sampling.
At the end of the course the student will have knowledge about different types of discrete models, the mathematical relationships between them, and basic statistical properties of the models. The student will have the knowledge to
* explain the asymptotic test theory for models for contingency tables,
* explain the logistic regression model, in the fundamental version for binary responses, as well as in the modifications for response variables with several possible outcomes
* explain the theory for stratified survey sampling and multistage survey sampling
* explain fundamental concepts within the theory of graphical models
The student will acquire the skills to apply discrete models to real data, decide on which model to use and which analysis to perform. The student will have the skills to utilize theoretical results in the practical analysis, including how complex models can be specified by use of several covariates.
At the end of the course the students will have the competence to
* carry out the analysis of 2-way and, more generally, k-way contingency tables, theoretically as well as in practice.
* carry out practical analysis of simple graphical models.
* conduct the practical analysis of complex regression models with response variables with a small number of possible outcomes.
* carry out practical survey analysis in simple situations.
Academic qualifications equivalent to a BSc degree is recommended.
- Theory exercises
- Practical exercises
Oral feedback will be given on students’ presentations in class. Brief feedback is given also on the mandatory assignment.
- 7,5 ECTS
- Type of assessment
- Written assignment, 3 days3 days written take-home assignment
- Exam registration requirements
Approval of one assignment during the course is required to register for the exam.
- All aids allowed
- Marking scale
- 7-point grading scale
- Censorship form
- No external censorship
One internal examiner for the ordinary exam.
Several internal examiners for the oral re-exam.
30 minutes oral exam with 30 minutes preparation time. All aids are allowed during the preparation time and no aids are allowed during the examination.
If the compulsory assignment was not approved before the ordinary exam it must be (re)submitted and approved no later than three weeks before the beginning of the re-exam week.
Criteria for exam assesment
The student must in a satisfactory way demonstrate that he/she has mastered the learning outcome.