Chemometrics - AP402002
Title: Chemometrics
Guaranteed by: Department of Analytical Chemistry (402)
Faculty: Faculty of Chemical Engineering
Actual: from 2019
Semester: winter
Points: winter s.:0
E-Credits: winter s.:0
Examination process: winter s.:
Hours per week, examination: winter s.:2/1, other [HT]
Capacity: unlimited / unlimited (unknown)
Min. number of students: unlimited
State of the course: taught
Language: English
Teaching methods: full-time
Teaching methods: full-time
Level:  
Note: course is intended for doctoral students only
can be fulfilled in the future
Guarantor: Setnička Vladimír prof. Ing. Ph.D.
Kania Patrik Ing. Ph.D.
Interchangeability : P402002
Examination dates   
Annotation -
Application of advanced statistical methods (multivariate observations, pattern recognition methods, regression analysis) to ensure the quality of analytical results and optimization of analytical methods.
Last update: Kania Patrik (24.08.2024)
Aim of the course -

Doctoral students will be able to:

• use multivariate statistical methods

• use linear and non-linear regression

• interpret measurement results

Last update: Kania Patrik (24.08.2024)
Literature -

Recommended:

  • Statistics and chemometrics for analytical chemistry, James N. Miller, Jane C. Miller, Robert D. Miller, 2018
  • Introduction to multivariate statistical analysis in chemometrics, Kurt Varmuza, Peter Filzmoser, 2009

Last update: Kania Patrik (24.08.2024)
Syllabus -

1. Introduction to multidimensional methods

2. Optimization of one-dimensional measurements

3. Optimization of multi-dimensional measurements

4. ANOVA

5. MANOVA

6. Principal component analysis

7. Linear discrimination analysis

8. Correspondence analysis

9. Interaction of epidemiological studies

10. XLSTAT

11. UNSCRAMBLER

12. Regression analysis

13. Nonlinear regression

14. Comprehensive project - assignment and interpretation

Last update: Kania Patrik (24.08.2024)
Registration requirements -

The course is not suitable for students who have already completed the subject M402018 Analytical chemometrics.

Last update: Kania Patrik (24.08.2024)