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Visualizing Big Data with augmented and
virtual reality: challenges and research
agenda
Molham Al-Maleh
HIAST 9 Feb, 2017
Overview
This research covers various issues and topics, but there
are three main directions of this survey:
• Human cognitive limitations in terms of Big Data
Visualization.
• Applying Augmented and Virtual reality opportunities
towards Big Data Visualization.
• Challenges and benefits of the proposed visualization
approach.
Overview
The Biggest V for big data!
Here are three reasons why visualization may very well be
the biggest “V” of them all:
• key to making big data an integral part of decision
making.
• the only way to make big data accessible to a large
audience.
• essential to the analysis of big data so it can be of highest
value.
The value of Visualization
Historical view
Nowadays
large number of data visualization tools
offering different possibilities.
These tools can be classified based on three
factors
data type,
visualization technique type,
and by the interoperability
Data type
• Univariate data One dimensional arrays, time series, etc.
• Two-dimensional data Point two-dimensional graphs, etc.
• Multidimensional data Financial indicators, results of
experiments, etc.
• Texts and hypertexts Newspaper articles, web documents, etc.
• Hierarchical and links The structure subordination in the
organization, e-mails, documents and hyperlinks, etc.
Visualization techniques
can be both elementary (line graphs, charts, bar charts) and
complex (based on the mathematical apparatus)
Visualization techniques cont.
Visualization techniques cont.
Visualization techniques cont.
Visualization techniques cont.
Visualization techniques cont.
Visualization techniques cont.
Visualization techniques cont.
Visualization techniques cont.
Interoperability
[with visual imagery and techniques]
The application used for the visualization
should present visual forms that capture the
essence of data itself. However, it is not always
enough for a complete analysis.
Data representation should be constructed in
order to allow a user to have different visual
points of view.
Integration with augmented and
virtual reality
the vision perception capabilities of the
human brain are limited. Furthermore,
handling a visualization process on currently
used screens requires high costs in both time
and health.
Big Data with AR & VR
Why?!
The use of it in the visualization area might
solve many issues from narrow visual angle,
navigation, scaling, etc.
Big Data with AR & VR
[outer view]
Offering a way to have a complete 360-degrees view with a helmet can solve an
angle problem.
Lets have an example!
https://www.youtube.com/watch?v=jbkSRLYSojo
https://www.youtube.com/watch?v=FeR_cxAeVyo
Big Data with AR & VR
Is it worth it!
A startup company Virtualitics has received
$3 million of investments for the
development of a platform for big data
visualization in AR and VR.
Big Data with AR & VR
Challenges
designers (specialized in 3D-visualization)
work with flat projections in order to
produce a visual model. However, the only
option to present a final image is in moving
around it and thus navigation inside the
model seems to be influential issue.
Big Data with AR & VR
Challenges cont.
there is a need of the improvement for
multicore GPU processors besides the address
bus throughput refinement between CPU and
GPU or even replacement for wireless transfer
computations on cluster systems.
References
• http://link.springer.com/article/10.1186/s40537-015-0031-2
• https://www.ge.com/digital/blog/when-virtual-reality-meets-big-data
• http://en.holographica.space/news/platform-big-data-analysis-ar-vr-
virtualitics-received-3-million-investment-7211
• http://pubs.sciepub.com/dt/1/1/7/
• http://www.ngrain.com/3-reasons-why-visualization-is-the-biggest-v-
for-big-data/
• http://www.forbes.com/sites/bernardmarr/2016/05/04/how-vr-will-
revolutionize-big-data-visualizations/
Thanks!

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Visualizing Big Data with augmented and virtual reality

  • 1. Visualizing Big Data with augmented and virtual reality: challenges and research agenda Molham Al-Maleh HIAST 9 Feb, 2017
  • 2. Overview This research covers various issues and topics, but there are three main directions of this survey: • Human cognitive limitations in terms of Big Data Visualization. • Applying Augmented and Virtual reality opportunities towards Big Data Visualization. • Challenges and benefits of the proposed visualization approach.
  • 4. The Biggest V for big data! Here are three reasons why visualization may very well be the biggest “V” of them all: • key to making big data an integral part of decision making. • the only way to make big data accessible to a large audience. • essential to the analysis of big data so it can be of highest value.
  • 5. The value of Visualization
  • 7. Nowadays large number of data visualization tools offering different possibilities. These tools can be classified based on three factors data type, visualization technique type, and by the interoperability
  • 8. Data type • Univariate data One dimensional arrays, time series, etc. • Two-dimensional data Point two-dimensional graphs, etc. • Multidimensional data Financial indicators, results of experiments, etc. • Texts and hypertexts Newspaper articles, web documents, etc. • Hierarchical and links The structure subordination in the organization, e-mails, documents and hyperlinks, etc.
  • 9. Visualization techniques can be both elementary (line graphs, charts, bar charts) and complex (based on the mathematical apparatus)
  • 18. Interoperability [with visual imagery and techniques] The application used for the visualization should present visual forms that capture the essence of data itself. However, it is not always enough for a complete analysis. Data representation should be constructed in order to allow a user to have different visual points of view.
  • 19. Integration with augmented and virtual reality the vision perception capabilities of the human brain are limited. Furthermore, handling a visualization process on currently used screens requires high costs in both time and health.
  • 20. Big Data with AR & VR Why?! The use of it in the visualization area might solve many issues from narrow visual angle, navigation, scaling, etc.
  • 21. Big Data with AR & VR [outer view] Offering a way to have a complete 360-degrees view with a helmet can solve an angle problem.
  • 22. Lets have an example! https://www.youtube.com/watch?v=jbkSRLYSojo https://www.youtube.com/watch?v=FeR_cxAeVyo
  • 23. Big Data with AR & VR Is it worth it! A startup company Virtualitics has received $3 million of investments for the development of a platform for big data visualization in AR and VR.
  • 24. Big Data with AR & VR Challenges designers (specialized in 3D-visualization) work with flat projections in order to produce a visual model. However, the only option to present a final image is in moving around it and thus navigation inside the model seems to be influential issue.
  • 25. Big Data with AR & VR Challenges cont. there is a need of the improvement for multicore GPU processors besides the address bus throughput refinement between CPU and GPU or even replacement for wireless transfer computations on cluster systems.
  • 26. References • http://link.springer.com/article/10.1186/s40537-015-0031-2 • https://www.ge.com/digital/blog/when-virtual-reality-meets-big-data • http://en.holographica.space/news/platform-big-data-analysis-ar-vr- virtualitics-received-3-million-investment-7211 • http://pubs.sciepub.com/dt/1/1/7/ • http://www.ngrain.com/3-reasons-why-visualization-is-the-biggest-v- for-big-data/ • http://www.forbes.com/sites/bernardmarr/2016/05/04/how-vr-will- revolutionize-big-data-visualizations/

Hinweis der Redaktion

  1.  visualized representation of data is abstract and extremely limited by one’s perception capabilities and requests
  2. An example of the tag cloud. This picture illustrates visualization of the paper abstract
  3. 21