Visual analysis of large graphs: state‐of‐the‐art and future research challenges
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 …
relevant in many important application areas. Effective visual analysis of graphs requires …
A critical survey of the multilevel method in complex networks
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 …
algorithm by exploiting coarsened, ie, reduced or simplified, versions of the network. There …
Multiscale snapshots: Visual analysis of temporal summaries in dynamic graphs
The overview-driven visual analysis of large-scale dynamic graphs poses a major
challenge. We propose Multiscale Snapshots, a visual analytics approach to analyze …
challenge. We propose Multiscale Snapshots, a visual analytics approach to analyze …
SAVE: Sensor anomaly visualization engine
Diagnosing a large-scale sensor network is a crucial but challenging task. Particular
challenges include the resource and bandwidth constraints on sensor nodes, the …
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 …
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 …
associated decisions frequently require a simultaneous consideration of both attributes and …
[PDF][PDF] Visual analysis of large graphs.
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 …
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 …
and use. This is due to the fact that such visualisations are generally used to represent …
Visual analysis of large-scale network anomalies
The amount of information flowing across communication networks has rapidly increased.
The highly dynamic and complex networks, represented as large graphs, make the analysis …
The highly dynamic and complex networks, represented as large graphs, make the analysis …
A visual analytics paradigm enabling trillion-edge graph exploration
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 …
graphs. A web-scale graph is described as a graph with~ one trillion edges and~ 50 billion …