P000005, Statistik II: Analys av experiment med mixed-effects models, 4.0 Hp
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Kursplan
Nivå
Forskarnivå
Betygsskala
Engradig skala
Kraven för kursens olika betygsgrader framgår av betygskriterier, som ska finnas tillgängliga senast vid kursstart.
Kursspråk
Engelska
Behörighetskrav
Statistics I: Basic Statistics or equivalent
Mål
The objective of the course is to give an overview of the basic principles behind design and analysis of replicated factorial experiments aiming at comparing experimental treatments. Examples are given within agricultural sciences and related fields of research. On completion of the course, the student will be able to
- describe basic principles in experimental design, such as replication, blocking and balance
- specify linear fixed- and mixed-effects models, including assumptions
- select an appropriate model for a given experimental design
- use the statistical software R for analysis of fixed- and mixed-effects models
- interpret and evaluate results correctly and draw reasonable conclusions
- clearly and concisely communicate results and conclusions.
Innehåll
The course will cover the following topics:
- block design, crossed design, hierarchical design and split-plot design
- analysis of variance
- linear mixed-effects models for normally distributed observations
- assumptions and transformation of data
- multiple comparisons.
Examinationsformer
Passed exercises and passed examination in written and/or oral form
Ansvarig institution eller motsvarande
Institutionen för energi och teknik
Kompletterande uppgifter
Övrig information
Apply at: https://personalkurser.slu.se/kurser/kurs.cfm?KursID=P000005&oid=13