The state of the art in visualizing multivariate networks

C Nobre, M Meyer, M Streit, A Lex - Computer Graphics Forum, 2019 - Wiley Online Library
Multivariate networks are made up of nodes and their relationships (links), but also data
about those nodes and links as attributes. Most real‐world networks are associated with …

Multivariate network exploration and presentation: From detail to overview via selections and aggregations

S Van den Elzen, JJ Van Wijk - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
Network data is ubiquitous; e-mail traffic between persons, telecommunication, transport and
financial networks are some examples. Often these networks are large and multivariate …

[PDF][PDF] A Survey of Multi-faceted Graph Visualization.

S Hadlak, H Schumann, HJ Schulz - EuroVis (STARs), 2015 - researchgate.net
Graph visualization is an important field in information visualization that is centered on the
graphical display of graph-structured data. Yet real world data is rarely just graph-structured …

Introduction to multivariate network visualization

A Kerren, HC Purchase, MO Ward - … Dagstuhl Castle, Germany, May 12-17 …, 2014 - Springer
Abstract Information visualization focuses on the use of techniques to help people
understand and analyze data. This chapter puts multivariate networks in the context of the …

Exemplar-based layout fine-tuning for node-link diagrams

J Pan, W Chen, X Zhao, S Zhou, W Zeng… - … on Visualization and …, 2020 - ieeexplore.ieee.org
We design and evaluate a novel layout fine-tuning technique for node-link diagrams that
facilitates exemplar-based adjustment of a group of substructures in batching mode. The key …

Graph Exploration with Embedding-Guided Layouts

L Shen, Z Tai, E Shen, J Wang - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Node-link diagrams are widely used to visualize graphs. Most graph layout algorithms only
use graph topology for aesthetic goals (eg, minimize node occlusions and edge crossings) …

[HTML][HTML] OnionGraph: Hierarchical topology+ attribute multivariate network visualization

L Shi, Q Liao, H Tong, Y Hu, C Wang, C Lin, W Qian - Visual Informatics, 2020 - Elsevier
Hierarchical abstraction is a scalable strategy to deal with large networks. Existing
visualization methods have allowed to aggregate the network nodes into hierarchies based …

Detecting, Interpreting and Modifying the Heterogeneous Causal Network in Multi‐Source Event Sequences

S Xu, M Sun - Computer Graphics Forum, 2024 - Wiley Online Library
Uncovering causal relations from event sequences to guide decision‐making has become
an essential task across various domains. Unfortunately, this task remains a challenge …

Interaction in the visualization of multivariate networks

M Wybrow, N Elmqvist, JD Fekete… - … 13201, Dagstuhl Castle …, 2014 - Springer
Interaction is a vital component in the visualization of multivariate networks. It enables
greater amounts of information to be seen and explored than is possible with static …

Visual aggregation of large multivariate networks with attribute-enhanced representation learning

Y Liu, M Hu, R Zhang, T Xu, Y Wang, Z Zhou - Neurocomputing, 2022 - Elsevier
It is a challenging task to explore large-scaled multivariate networks, since nodes of
multivariate networks always contain rich information. We propose a novel visual abstraction …