State of the Art of Graph Visualization in non‐Euclidean Spaces
Visualizing graphs and networks in non‐Euclidean space can have benefits such as natural
focus+ context in hyperbolic space and the familiarity of interactions in spherical space …
focus+ context in hyperbolic space and the familiarity of interactions in spherical space …
Spherical graph drawing by multi-dimensional scaling
We describe an efficient and scalable spherical graph embedding method. The method uses
a generalization of the Euclidean stress function for Multi-Dimensional Scaling adapted to …
a generalization of the Euclidean stress function for Multi-Dimensional Scaling adapted to …
Accelerating hyperbolic t-SNE
M Skrodzki, H van Geffen… - … on Visualization and …, 2024 - ieeexplore.ieee.org
The need to understand the structure of hierarchical or high-dimensional data is present in a
variety of fields. Hyperbolic spaces have proven to be an important tool for embedding …
variety of fields. Hyperbolic spaces have proven to be an important tool for embedding …
Balancing Between the Local and Global Structures (LGS) in Graph Embedding
We present a method for balancing between the Local and Global Structures (LGS) in graph
embedding, via a tunable parameter. Some embedding methods aim to capture global …
embedding, via a tunable parameter. Some embedding methods aim to capture global …
Distance Adjustment of a Graph Drawing Stress Model
Y Onoue - arXiv preprint arXiv:2403.15811, 2024 - arxiv.org
Stress models are a promising approach for graph drawing. They minimize the weighted
sum of the squared errors of the Euclidean and desired distances for each node pair. The …
sum of the squared errors of the Euclidean and desired distances for each node pair. The …
Generalizations of Stress-Based Graph Layout to Non-Euclidean Geometries
J Miller - 2024 - search.proquest.com
There exists many algorithms to compute node-link diagrams for graph visualization. Almost
all of these algorithms aim to draw the graph in the flat Euclidean plane, but there are …
all of these algorithms aim to draw the graph in the flat Euclidean plane, but there are …
[PDF][PDF] Temporal Graphs: From Modelling to Analysis
F RAVAT - 2023 - researchgate.net
Today, real-world entities are becoming increasingly interconnected (eg, individuals
interacting on social platforms). Nevertheless, these entities and their interconnectivity …
interacting on social platforms). Nevertheless, these entities and their interconnectivity …
Cell Size Optimization for Graph Drawing on Torus
M Watanabe, Y Onoue - 2024 IEEE 17th Pacific Visualization …, 2024 - ieeexplore.ieee.org
Recent research revealed that embedding a node-link diagram in a flat torus avoids edge
crossings, improves aesthetic metrics, and has advantages in tasks such as path tracking …
crossings, improves aesthetic metrics, and has advantages in tasks such as path tracking …