EduXchange.EU

Advanced Methods of Data Analysis and Processing

F7AMBPMZD
Food and Health Sciences, Medical engineering

About this course

This course comprehends/deals methods of biosignal generation, biosignal acquisition and basic parameters of biosignals required for diagnostics. Methods and algorithms for biosignal processing, analysis and evaluation used for biological signals, mainly electrophysiological signals. Preprocessing, filtering, time and frequency analysis. Use of modern spectral analysis methods. Visualisation of results, topographic mapping, method of compressed spectral arrays (CSA). Adaptive segmentation of non-stationary signals is discussed. Application of methods using artificial intelligence. Methods of automated signal classification - supervised/unsupervised, cluster analysis, learning classifier. Artificial neural networks (ANN). Practical application of biosignal processing. Case studies of ANN application on epileptogenic recordings and neural recordings in general. Genetic algorithms and simulated annealing is presented.

Learning outcomes

Comprehend and be able to apply methods of biosignal processing.

Course requirements

Active participation in exercises is mandatory. One absence is allowed without giving a reason. Other absences must be documented. During the exercises, student will complete scored tasks, 45 points can be obtained from the scored tasks. At the end of the semester, student will write a final test with value of 55 points. Credit is given if the student obtains at least 50% of the points from the exercise (ECTS grading scale).

Activities

lectures and tutorian sessions

Additional information

  • Credits
    ECTS 3
  • Contact hours per week
    2
  • Instructors
    doc. Ing. Piorecký Marek Ph.D., Ing. Štrobl Jan, Ing. Piorecká Václava Ph.D.
  • Mode of instruction
    Online - at a specific time
If anything remains unclear, please check the FAQ of CTU (Czech Republic).

Offering(s)

  • Start date

    23 September 2024

    • Ends
      16 February 2025
    • Term *
      Winter 2024/2025
    • Instruction language
      English
    • Register between
      15 May - 29 Jul 2024
    Only 8 days to enrol
    Apply now
These offerings are valid for students of DTU (Denmark)