3 papers
stat.ML2025
Private Synthetic Graph Generation and Fused Gromov-Wasserstein Distance
Leoni Carla Wirth, Gholamali Aminian, Gesine Reinert
Networks are popular for representing complex data. In particular, differentially private synthetic networks are much in demand for method and algorithm development. The network ge…
math.PR2024
Stein's Method for Spatial Random Graphs
Dominic Schuhmacher, Leoni Carla Wirth
In this article, we derive Stein's method for approximating a spatial random graph by a generalised random geometric graph, which has vertices given by a finite Gibbs point process…
math.PR2023
Assignment Based Metrics for Attributed Graphs
Dominic Schuhmacher, Leoni Carla Wirth
We introduce the Graph TT (GTT) and Graph OSPA (GOSPA) metrics based on optimal assignment, which allow us to compare not only the edge structures but also general vertex and edge…