Module S3.09 - Chemometrics
Lecturer
PD Dr. Thomas Bocklitz
Schedule
- Lectures: every Tuesday 10.15 - 11.45
(Besprechungsraum IPC, Helmholtzweg 4), starting on Oct 18th. - Exercise: every second Wednesday 10.15 - 11.45
(Besprechungsraum IPC, Helmholtzweg 4)
Contents
This module provides an introduction into the fundamentals of statistical data evaluation
i.e. general concepts of chemometric approaches to analyse optical molecular
microspectroscopic images of biological samples like e.g. cells or tissue.
Topics taught in the module are:
| Week | Content | Exercises |
|
1 |
Introduction |
|
|
2 |
Univariate Statistics I - Probability |
Introduction to R |
|
3 |
Univariate Statistics II - Teststatistics |
|
|
4 |
Overview Multivariate Statistics |
|
|
5 |
Factor analysis |
|
|
6 |
Clustering |
|
|
7 |
Regression |
|
|
8 |
Classification |
|
|
9 |
Spectral Data-Pretreatment I |
|
|
10 |
Spectral Data-Pretreatment II |
|
|
11 |
Data-Pretreatment for Images |
|
|
12 |
Feature Extraction I - Moments | |
|
13 |
Feature Extraction II - Texture features |
|
|
14 |
Combination to Datapipelines | |
|
15 |
Questions and answers |
|
Requirements to complete the module:
- written exam at the end of the semeseter
Exam dates
- to be announced in the lecture