Visual analysis of large graphs: state‐of‐the‐art and future research challenges

T Von Landesberger, A Kuijper… - Computer graphics …, 2011 - Wiley Online Library
The analysis of large graphs plays a prominent role in various fields of research and is
relevant in many important application areas. Effective visual analysis of graphs requires …

A critical survey of the multilevel method in complex networks

A Valejo, V Ferreira, R Fabbri, MCF Oliveira… - ACM Computing …, 2020 - dl.acm.org
Multilevel optimization aims at reducing the cost of executing a target network-based
algorithm by exploiting coarsened, ie, reduced or simplified, versions of the network. There …

Multiscale snapshots: Visual analysis of temporal summaries in dynamic graphs

E Cakmak, U Schlegel, D Jäckle… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The overview-driven visual analysis of large-scale dynamic graphs poses a major
challenge. We propose Multiscale Snapshots, a visual analytics approach to analyze …

SAVE: Sensor anomaly visualization engine

L Shi, Q Liao, Y He, R Li, A Striegel… - 2011 IEEE Conference …, 2011 - ieeexplore.ieee.org
Diagnosing a large-scale sensor network is a crucial but challenging task. Particular
challenges include the resource and bandwidth constraints on sensor nodes, the …

Graphing trillions of triangles

P Burkhardt - Information Visualization, 2017 - journals.sagepub.com
The increasing size of Big Data is often heralded but how data are transformed and
represented is also profoundly important to knowledge discovery, and this is exemplified in …

Graphicle: Exploring units, networks, and context in a blended visualization approach

T Major, RC Basole - IEEE Transactions on Visualization and …, 2018 - ieeexplore.ieee.org
Many real-world datasets are large, multivariate, and relational in nature and relevant
associated decisions frequently require a simultaneous consideration of both attributes and …

[PDF][PDF] Visual analysis of large graphs.

T von Landesberger, A Kuijper, T Schreck… - … (State of the Art …, 2010 - scibib.dbvis.de
The analysis of large graphs plays a prominent role in various fields of research and is
relevant in many important application areas. Effective visual analysis of graphs requires …

Designing complex network visualisations using the wayfinding map metaphor

N Cerioli, R Vyas, MP Reeve… - Information …, 2024 - journals.sagepub.com
Despite their widespread use, network visualisations can be rather challenging to design
and use. This is due to the fact that such visualisations are generally used to represent …

Visual analysis of large-scale network anomalies

Q Liao, L Shi, C Wang - IBM Journal of Research and …, 2013 - ieeexplore.ieee.org
The amount of information flowing across communication networks has rapidly increased.
The highly dynamic and complex networks, represented as large graphs, make the analysis …

A visual analytics paradigm enabling trillion-edge graph exploration

PC Wong, D Haglin, D Gillen… - 2015 IEEE 5th …, 2015 - ieeexplore.ieee.org
We present a visual analytics paradigm and a system prototype for exploring Web-scale
graphs. A web-scale graph is described as a graph with~ one trillion edges and~ 50 billion …