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University of Oldenburg
22.11.2019 05:49:46
5.04.4207 Lecture: Processing and analysis of biomedical data - Details
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General information

Subtitle
Course number 5.04.4207
Semester Wintersemester 2019/2020
Current number of participants 51
expected number of participants 30
Home institute Institute of Physics
Courses type Lecture in category Teaching
Next date Mon , 25.11.2019 08:00 - 10:00, Room: W16A 004
Type/Form V, Ü
Pre-requisites Basic signal processing, algebra knowledge
Performance record Exam or presentation or oral exam or homework or practical report
Info-Link http://www.uni-oldenburg.de/fileadmin/user_upload/physik/PDF/Modulhandbuecher/Modulhandbuch_Fach-Master_Physik_2015_WS.pdf#page=105
Lehrsprache englisch
ECTS points 6

Course location / Course dates

W16A 004 Monday: 08:00 - 10:00, weekly (from 14/10/19) (14x)
W01 0-008 (Rechnerraum) Thursday: 08:00 - 10:00, weekly (from 17/10/19) (13x)

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.