2 papers
cs.LG2026
PCA-Based Interpretable Knowledge Representation and Analysis of Geometric Design Parameters
Alexander Köhler, Michael BreuÃ
In many CAD-based applications, complex geometries are defined by a high number of design parameters. This leads to high-dimensional design spaces that are challenging for downstre…
cs.CV2025
Recognition of Geometrical Shapes by Dictionary Learning
Alexander Köhler, Michael BreuÃ
Dictionary learning is a versatile method to produce an overcomplete set of vectors, called atoms, to represent a given input with only a few atoms. In the literature, it has been…