Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Visualizing Social Networks using a Treemap overlaid with a Graph
1. Mithileysh Sathiyanarayanan and Nikolay Burlutskiy
University of Brighton, UK
{M.Sathiyanarayanan, N.Burlutskiy}@brighton.ac.uk
VisionNet 2015, co-located with ICACCI 2015
Orissa, India
Visualizing Social Networks using a
Treemap overlaid with a Graph
2. Motivation
These days, people use social networks in their
communication every day. For example, Facebook,
Twitter, LinkedIn, and Instagram are widely used by
people all around the world.
However, the complexity and scale of these networks
motivates people to design various visualizations for the
exploration of data
3. What is the challenge?
Visualization of a social network using an Euler diagram
is challenged by a Treemap diagram.
The main motivation for this challenge is to evaluate the
performance, limitations and usefulness of the designed
visualizations.
4. Addressing the Problem
Euler diagram and treemap diagram were designed to
visualize a Twitter network.
Nodes were added to convey more information.
Edges were added to the Nodes - Euler diagram with
graph and a treemap diagram with graph were designed.
We varied the number of Curves, Edges, and Nodes.
These diagrams were evaluated by the participants.
Finally, the results for the evaluation of a Twitter
network visualization were demonstrated and discussed.
5. Design of the Study
Diagrams were drawn using the software Inkscape. We
considered three different sizes of curves/rectangles: small,
medium and large.
23 participants were randomly selected from the University
of Brighton for the study.
Eighteen of the participants were male, five female, and their
age varied from 20 to 29 years with 24.3 years as the mean
value for their age.
We used a software called as ``Research Vehicle’’, developed
by Andrew Blake of University of Brighton, for the
participants to answer the questions. This software recorded
both the time taken and the number of errors committed.
10. Results
23 participants using the 9 variations of treemaps along with the 9 variations of
Euler diagram visualizations are shown in the Table.
Note: M(T) is the mean value for the response time and Sd(T) is a standard deviation.
M(E) is the mean value for the error rate and Sd(E) is a standard deviation.
11. Discussion
Accuracy performance - t-test did not reveal any
significant difference between treemaps and Euler
diagrams at any of the three levels.
Response time - analysis of variance (ANOVA) did not
reveal any significant difference between treemaps and
Euler diagrams at any of the three levels.
12. Future Works
We will include interaction in the visualization in order to
popularize the visualization as a tool for social network
analysis.
The main issue of fusing graphs with treemaps and Euler
diagrams is in scalability, thus, it is necessary to address this
issue in further research.
This work can be considered as a performance evaluation for
the novel type of social network visualization based on a
combination of a treemap and a graph.
In the next study, it is planned to consider different layouts,
topological properties and aesthetic properties for evaluating
these visualizations.