STK4070 – Linear models, random components and general linear models
Course description
Course content
Linear models include both regression and analysis of variance which are some of the most commonly applied statistical methods. Simple ANOVA uses fixed effects. A variation is random effects models where variance components are estimated. General linear models with fixed and random components. Illustrations and excercises with real data are integrated into the course.
Learning outcome
In the course we look upon sensory data and longitudinal medical data as the main applications and as illustrations of the general models.These models and the theory connected to them have a wide range of other applications as well. After completing the course you should master the use of mixed linear models for these applications and be able to generalize to other cases.
Admission
Students who are admitted to study programmes at UiO must each semester register which courses and exams they wish to sign up for in Studentweb.
If you are not already enrolled as a student at UiO, please see our information about admission requirements and procedures.
Prerequisites
Recommended previous knowledge
STK1100 – Probability and Statistical Modelling, STK1110 – Statistical Methods and Data Analysis, STK2120 – Statistical Methods and Data Analysis 2 (discontinued), STK3100 – Introduction to Generalized Linear Models.
Overlapping courses
10 credits overlap with STK9070 – Linear models, random components and general linear models (discontinued)
The information about overlaps is not complete. Contact the department for more information if necessary.
Teaching
3 hours lectures/exercises per week.
Examination
Depending on the number of students, the exam will be in one of the following four forms:
1.Only written exam
2.Only oral exam
3.A project paper followed by a written exam.
4.A project paper followed by an oral exam/hearing.
For the latter two the project paper and the exam counts equally and the final grade is based on a general impression after the final exam. (The two parts of the exam will not be individually graded.)
What form the exam will take will be announced by the teaching staff within October 15th for the autumn semester and March 15th for the spring semester.
Examination support material
Permitted aids at the exam if written: approved calculator.
Oral exam: no aids permitted
Language of examination
Subjects taught in English will only offer the exam paper in English.
You may write your examination paper in Norwegian, Swedish, Danish or English.
Grading scale
Grades are awarded on a scale from A to F, where A is the best grade and F is a fail. Read more about the grading system.
Explanations and appeals
Resit an examination
This subject offers new examination in the beginning of the subsequent term for candidates who withdraw during an ordinary examination or fail an ordinary examination. Deferred examinations for students who due to illness or other valid reason of absence were unable to sit for their final exams will be arranged at the same time. (These valid reasons has to be documented within given deadlines.)
Information about deferred and new examination (also called repeat examination) is found here
Withdrawal from an examination
It is possible to take the exam up to 3 times. If you withdraw from the exam after the deadline or during the exam, this will be counted as an examination attempt.
Special examination arrangements
Application form, deadline and requirements for special examination arrangements.
Evaluation
The course is subject to continuous evaluation. At regular intervals we also ask students to participate in a more comprehensive evaluation.