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PNS0186

Statistik IV: Generaliserade linjära modeller

Statistics IV: Generalized Linear Models
The course will cover the following topics:

• Binomial and multinomial logistic regression

• Poisson regression

• Overdispersion and zero-inflation.

• Generalized linear models and generalized linear mixed models.

Kursplan och övrig information


Kursplan

PNS0186 Statistik IV: Generaliserade linjära modeller, 4,0 Hp

Ämnen

Matematisk statistik

Utbildningens nivå

Forskarnivå

Förkunskapskrav

Statistics III: Regression Analysis or equivalent.

Mål

The objective of the course is to give an overview of generalized linear models. On completion of the course, the student will be able to: • specify generalized linear models including conditions and assumptions • select an appropriate linear model for a given problem • carry out an analysis based on a generalized linear model in the statistical software R or SAS • 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 • Poisson regression • Overdispersion and zero-inflation. • Generalized linear models and generalized linear mixed models.

Ansvarig institution/motsvarande

Institutionen för energi och teknik