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P000003

Statistik IV: Generaliserade linjära modeller

Statistics IV: Generalized Linear Models

The course will cover the following topics:



  • binomial and multinomial logistic regression

  • count regression (Poisson, negative binomial)

  • generalized linear mixed models

  • overdispersion and zero-inflation


Kursplan och övrig information


Kursplan

P000003 Statistik IV: Generaliserade linjära modeller, 4,0 Hp

Ämnen

Matematisk statistik

Utbildningens nivå

Forskarnivå

Språk

Engelska

Förkunskapskrav

Statistics III: Regression Analysis or equivalent

Mål

The objective of the course is to give an overview of generalized linear models with applications in the agricultural sciences and related fields of research. On completion of the course, the student will be able to:

  • specify generalized linear models including assumptions

  • select an appropriate generalized linear model for a given problem

  • use the statistical software R for generalized linear modelling

  • interpret and evaluate results correctly and draw reasonable conclusions

  • clearly and concisely communicate results and conclusions

Innehåll

The course will cover the following topics:

  • binomial and multinomial logistic regression
  • count regression (Poisson, negative binomial)
  • generalized linear mixed models
  • overdispersion and zero-inflation

Ansvarig institution/motsvarande

Institutionen för energi och teknik

Kursfakta

Ämne: Matematisk statistik
Kurskod: P000003 Sista anmälningsdag: Plats: Uppsala Distanskurs: Nej Undervisningsspråk: Engelska Ansvarig institution: Institutionen för energi och teknik Studietakt: 55%