Ny sökning
PNS0233
Multivariate statistics and experimental design
The course will give an overview of common multivariate statistical methods in food science and biology. Major aspects of study experimental design will also be discussed.
Specifically, the course will cover following topics:
-Factorial Design
-Data transformations
-Multilevel Categoric Design (General Factorial)
-Split-Plot Designs
-Multivariate concepts
-Data import and handling
-Principal Component Analysis
-Outlier detection
-Regression methods
-Validation methods
Specifically, the course will cover following topics:
-Factorial Design
-Data transformations
-Multilevel Categoric Design (General Factorial)
-Split-Plot Designs
-Multivariate concepts
-Data import and handling
-Principal Component Analysis
-Outlier detection
-Regression methods
-Validation methods
Kursplan och övrig information
Kursplan
PNS0233 Multivariate statistics and experimental design, 2,0 Hp
Ämnen
Matematisk statistikUtbildningens nivå
ForskarnivåFörkunskapskrav
Basic knowledge in statisticsMål
After completing the course the student shall be able to -recognize the importance of the selection of the proper experimental design -choose the most appropriate multivariate procedures for a given design -explain how different type of data can be analyzed by statistical methods -use Principal Component Analysis, -compute the results of multivariate analysis including Principal Component Regression (PCR) and Partial Least Squares (PLS) -interpret statistical results in the light of research questionsInnehåll
The course will give an overview of common multivariate statistical methods in food science and biology. Major aspects of study experimental design will also be discussed. Specifically, the course will cover following topics: -Factorial Design -Data transformations -Multilevel Categoric Design (General Factorial) -Split-Plot Designs -Multivariate concepts -Data import and handling -Principal Component Analysis -Outlier detection -Regression methods -Validation methodsYtterligare information
The course is intended for PhD-students. Post-docs can attend the course if positions are available.Course organiser: Ali A. Moazzami, in collaboration with Sartorius Data Analytics AB