Doctoral Researchers at MDSI

Lidia Atanasova

Digital Fabrication

HuMoCap


Fabienne Cantner

Economics

M.L.daTUM


Bertrand Charpentier

Data Analytics and Machine Learning

AL-Q&E

  • ML for graphs
  • Uncertainty estimation
  • Robustness

Mariia Gladkova

Computer Vision and Artificial Intelligence

Dynamic Simultaneous Localization & Mapping

  • Nonlinear optimization
  • Image processing
  • Design & deployment of neural networks
  • C++, Python
  • Visual scene understanding
  • Intelligent systems & self-driving cars



Christian Karl

Dark Matter

Netrium


Daniela Klaproth-Andrade

Computational Molecular Medicine

DL4DNPS


Sara-Viola Kuntz

Dynamical Systems

Multiscale Dynamics of Deep Neural Networks

  • Multiscale systems
  • Adaptive networks
  • Mean field & graph limits
  • Blowup & bifurcation theory


Ludwig Lautenbacher

Bioanalytics

DL4DNPS


Christina Liepold

Business Analytics and Intelligent Systems

Servitization in Production Planning & Supply Chain Management

  • Linear optimization, column & constraint generation
  • Auction theory & combinatorial auctions
  • Structured learning
  • Decomposition methods
  • Combinatorics

Larkin Liu

Logistics & Supply Chain Management

Reinforcement Learning Applications in Logistics & Supply Chain Management

  • Monte Carlo methods for optimization
  • Deep reinforcement learning
  • Stochastic game theory
  • Software engineering

Kristina Mach

Computer Aided Medical Procedures & Augmented Reality

Computer Vision for Ophthalmologic Surgery

  • Segmentation (semantic understanding of 2D & 3D images), Report generation (image captioning), Classification (surgical phase detection)
  • Clinical applications, ophthalmology, medicine
  • Computer vision & Deep Learning (images & image-to-text)
  • Python

Shiva Madadkhani

Chair of Resource Economics

Renewable Energy Economics

  • Classical ML methods
  • Business cases
  • Renewable energy technology

Julian Mayer-Steudte

T30f - Theoretical Particle and Nuclear Physics

Theoretical Particle Physics, Computational Physics

  • Monte Carlo integration of statistical mechanics systems
  • Lattice models
  • Parallelized high performane computing
  • Data analysis methods and numerical methods
  • Models in physics


Yukiteru Murakami

Technical Physics

Controlling Patterns with a Spatial Light Modulator During Si Electrodissolution

  • Photo-electrochemistry and chemical reaction simulation
  • Si dissolution
  • Ellipsometry
  • Spatial light modulator
  • Stability analysis








Johanna Sommer

Data Analytics and Machine Learning

Robustness of Neural Networks for Combinatorial Optimization

  • Foundations of machine learning
  • 'low-level' PyTorch, Python
  • Graphs, robustness, ODEs, time series


Nils Sturma

Mathematial Statistics

Identifiability & Inference of Causal Effects in Latent Variable Models

  • Probability theory
  • Multivariate statistics
  • Algebraic geometry & computational algebra
  • Structural equation models
  • R, Python, computer algebra

Marija Tepegjozova

Mathematische Statistik

ClimVine






Yan Xia

Photogrammetry and Remote Sensing

Perception & Place Recognition of 3D Urban Street Environment Using MLS Point Clouds

  • Deep learning
  • Computer vision
  • Neural networks
  • PyTorch, Tensorflow, Python
  • Network design

Kamilia Zaripova

Computer Aided Medical Procedures & Augmented Reality

Geometric Deep Learning

  • Graph neural networks
  • PyTorch / PyTorch Geometric / PyTorch Lightning
  • Deep learning
  • Medical applications and datasets (spine & brain)
  • Report generation