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Home Members Hanik, Martin, Dr.

Hanik, Martin, Dr.

Contact

Position
Staff
Room
4013
Phone
+49 30 84185-299
Email
Email
Division
Mathematics of Complex Systems
Department
Visual and Data-Centric Computing
Group
Geometric Data Analysis and Processing

Projects

Projects as Member

MATH+ PaA-9

Geometric Neuroevolution

This project aims to develop a geometry-aware neuroevolution framework by integrating information geometry into evolutionary algorithms for neural network training. By...

Geometric Neuroevolution
Model-regularized Learning of Complex Dynamical Behavior

Model-Regularized Learning Of Complex Dynamical Behavior

This project is planned to couple machine learning approaches, especially from the field of Deep Learning, with (reduced) ODE models in the sense that the model becomes...

Model-Regularized Learning Of Complex Dynamical Behavior
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Manifold-Valued Graph Neural Networks

Geometry-aware, data-analytic approaches improve understanding and assessment of pathophysiological processes. We will derive a new theoretical framework for deep neural...

Manifold-Valued Graph Neural Networks
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Elastic Shape Analysis on Manifolds

This project deals with spaces of manifold-valued curves and associated shape spaces, and is based on Riemannian tools for elastic shape analysis. We plan to study...

Elastic Shape Analysis on Manifolds