NFOK14020U Exploratory Data Analysis / Chemometrics
MSc Programme in Agriculture
MSc Programme in Biology-Biotechnology
In industry and research huge amounts of physical, chemical,
sensory and other quality measurements are produced on all sorts of
materials, processes and products. Exploratory data analysis /
chemometrics offers a tool for extracting the optimal information
from these data sets through the use of modern software and
The course will give a step-by-step theoretical introduction to exploratory data analysis / chemometrics supported by practical examples from food science, agro technology, medicine, pharmaceutical science etc.
Methods for exploratory analysis (Principal Component Analysis), multivariate calibration (Partial Least Squares) and basic data preprocessing are considered. Understanding and interpretation of the computed models is central. As is methods for outlier detection and model validation. Computer exercises and the project will be performed applying user-friendly software. A thorough introduction to the software will be given.
The course introduces basic chemometric methods (PCA and PLS) and their use on different kinds of multivariate data of relevance for research and development. Furthermore, the exploratory element in research and development is illustrated.
After completing the course the student should be able to:
Describe chemometric methods for multivariate data analysis (exploration and regression)
Describe techniques for data pre-preprocessing
Describe techniques for outlier detection
Describe method validation principles
Describe methods for variable selection
Apply theory on real life data analytical cases
Apply commercial software for data analysis
Report in writing a full data analysis of a given problem including all aspects presented under Knowledge.
Interpret multivariate models (both exploratory and regression)
Discuss and respond to univariate versus multivariate data analytical methodology in problem solving in society
Notes, papers and other course material.
- Project work
- Theory exercises
- 7,5 ECTS
- Type of assessment
- Oral examination, 15 min under invigilationIndividual oral examination without preparation time in the project report and the course curriculum. The oral examination weights 100%.
- Exam registration requirements
- Handing in written report
- Only certain aids allowed
You're allowed to bring your written report to the exam
- Marking scale
- 7-point grading scale
- Censorship form
- No external censorship
More than one internal examiner
Criteria for exam assesment
Fullfilment of learning outcome