This module will be held as a joint online course between Technical University of Munich (TUM) and Graz University of Technology (TUG). We offer an interactive lecture, theoretical and practical exercises, as well as international networking opportunities to our students.

Lecture Content

• Introduction, Basics and Applications, Definition Inverse Problem
• The Eigenvalue Problem, solving Quadratic Inverse Problems
• Singular Value Decomposition
• Inverse Methods Based on Length
• The Generalized Inverse
• Nonlinear Inverse Problems
• Regularization
• Inverse Problems in Imaging
• Application: Computed Tomography
• Application: Magnetic Resonance Imaging
• Connections to Machine Learning

Target Group

• Master’s students and PhD students
• Interest in Mathematics, Biomedical Imaging, Magnetic Resonance Imaging
• Students of Informatics, Mathematics, Biomedical Engineering, Physics and related studies
• Required: Basic knowledge of Mathematics (Bachelor’s courses)

Registration

Registration has to be conducted in TUMonline. Registration is open for students of Informatics, students from other fields can be manually enrolled to the courses. The module IN2409 consists of a lecture class and an exercise class.

Contact

• Kerstin Hammernik, Technical University of Munich
• Christina Graf, Graz University of Technology