activity
20082023
most citedGraphFramEx: Towards Systematic Evaluation of Explainability Methods for Graph Neural Networks

27 citations · 47 across the 9 of their papers we have counts for

collaborators

11 papers

stat.CO2023

Stop Simulating! Efficient Computation of Tournament Winning Probabilities

Ulrik Brandes, Gordana Marmulla, Ivana Smokovic

In the run-up to any major sports tournament, winning probabilities of participants are publicized for engagement and betting purposes. These are generally based on simulating the…

cs.SI2022★ 2 cited

Motif-Based Visual Analysis of Dynamic Networks

Eren Cakmak, Johannes Fuchs, Dominik Jäckle +3

Many data analysis problems rely on dynamic networks, such as social or communication network analyses. Providing a scalable overview of long sequences of such dynamic networks rem…

cs.LG2022★ 27 cited

GraphFramEx: Towards Systematic Evaluation of Explainability Methods for Graph Neural Networks

Kenza Amara, Rex Ying, Zitao Zhang +5

As one of the most popular machine learning models today, graph neural networks (GNNs) have attracted intense interest recently, and so does their explainability. Users are increas…

cs.DS2021

On Dasgupta's hierarchical clustering objective and its relation to other graph parameters

Svein Høgemo, Benjamin Bergougnoux, Ulrik Brandes +2

The minimum height of vertex and edge partition trees are well-studied graph parameters known as, for instance, vertex and edge ranking number. While they are NP-hard to determine…

cs.CG2020

Stochastic Gradient Descent Works Really Well for Stress Minimization

Katharina Börsig, Ulrik Brandes, Barna Pasztor

Stress minimization is among the best studied force-directed graph layout methods because it reliably yields high-quality layouts. It thus comes as a surprise that a novel approach…

cs.DS2020★ 2 cited

Erratum: Fast and Simple Horizontal Coordinate Assignment

Ulrik Brandes, Julian Walter, Johannes Zink

We point out two flaws in the algorithm of Brandes and Köpf (Proc. GD 2001), which is often used for the horizontal coordinate assignment in Sugiyama's framework for layered layout…