Lecture: 5.04.4207 Processing and analysis of biomedical data - Details

Lecture: 5.04.4207 Processing and analysis of biomedical data - Details

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General information

Course name Lecture: 5.04.4207 Processing and analysis of biomedical data
Subtitle Schwerpunkt: Akustik und Signalverarbeitung
Course number 5.04.4207
Semester WiSe24/25
Current number of participants 37
expected number of participants 30
Home institute Institute of Physics
Courses type Lecture in category Teaching
Next date Thursday, 05.12.2024 08:00 - 10:00, Room: W01 0-008 (Rechnerraum)
Type/Form V, Ü
Pre-requisites Basic signal processing, algebra knowledge
Performance record Exam or presentation or oral exam or homework or practical report
Lehrsprache deutsch
ECTS points 6

Module assignments

Comment/Description

This course introduces basic concepts of statistics and signal processing and applies them to real-world examples of bio-medical data. In the second part of the course, recorded datasets are noise-reduced, analyzed, and discussed in views of which statistical tests and analysis methods are appropriate for the underlying data. The course forms a bridge between theory and application and offers the students the means and tools to set up and analyze their future datasets in a meaningful manner.

content:
Normal distributions and significance testing, Monte-Carlo bootstrap techniques, Linear regression, Correlation, Signal-to-noise estimation, Principal component analysis, Confi-dence intervals, Dipole source analysis, Analysis of variance
Each technique is explained, tested and discussed in the exercises.