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Advanced Statistical Modelling

  • Number of credits 7.5 Credits
  • Level Master’s level
  • Starting Spring Term 2018

About the course

The course provides a broad introduction to advanced statistical modeling tools. Starting from the fundamental linear regression models, we investigate modelling of non-linear (but parametric) relationships between explanatory and response variables. We then consider the Generalized Linear Models (GLM), which model a function of the expected value, rather than the expected value itself. This methodology includes binary response (0/1) data modelling and the modelling of count and proportion data. We further investigate the Generalized Additive Models (GAM) with the response being modelled in terms of explanatory variables without explicitly assumed parametric relationship. We also incorporate the GAM methodology in the GLM setting, allowing for the modelling of various types of responses with complex structure dependencies on explanatory variables. We also show how we can use Bootstrap methodology to perform inference and tests as an alternative to standard statistical procedures.

In a degree, this course may not be included together with another course with a similar content. If unsure, students should ask the Director of Studies in Mathematics and Mathematical Statistics. The course can also be included in the subject area of computational science and engineering. 

Application and eligibility

Advanced Statistical Modelling, 7.5 hp

Det finns inga tidigare terminer för kursen Spring Term 2018 Visa tillfällen för efterkommande termin

The information below is only for exchange students

Starts

Lectures begin on week starting 19 March 2018

Ends

Lectures end during the week of 28 May 2018

Study location

Umeå

Language

English

Type of studies

Daytime, 50%

Required Knowledge

The course requires a total of 90 ECTS including courses in Mathematical Statistics minimum 12 ECTS and a course in basic Computer Programming or equivalent knowledge. Proficiency in English equivalent to Swedish upper secondary course English 5/A. Where the language of instruction is Swedish, applicants must prove proficiency in Swedish to the level required for basic eligibility for higher studies.

Selection

Exchange students applying for courses within the departments own agreements will be given first priority. Then will - in turn - candidates within the Faculty agreements, central exchange agreements and other departmental agreements be selected.

Application code

UMU-A5830

Application

This application round is only intended for nominated exchange students. Information about deadlines can be found in the e-mail instruction that nominated students receive. The application period is closed.

Contact us

Contactperson for the course is: Study counselor Lars-Daniel Öhman

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Course is given by
Dept of Mathematics and Mathematical Statistics